[
{
"path": ".gitignore",
"content": "datasets/*\n\nmodelvshuman/.idea/\n\n# matlab\n*pathdef.m\n\n# tensorflow\n*.h5\n\n*.pickle\n*.csv#\n*.ods#\n*ckpt*\n*.pb\n*.pbtxt\n*ckpt*\n*.csv#\n*.pth\n*.pth.tar\n\n*.swp\n\n## Core latex/pdflatex auxiliary files:\n*.aux\n*.lof\n*.log\n*.lot\n*.fls\n*.out\n*.toc\n*.fmt\n*.fot\n*.cb\n*.cb2\n.*.lb\n\n## Intermediate documents:\n*.dvi\n*.xdv\n*-converted-to.*\n# these rules might exclude image files for figures etc.\n# *.ps\n# *.eps\n# *.pdf\n\n## Generated if empty string is given at \"Please type another file name for output:\"\n.pdf\n\n## Bibliography auxiliary files (bibtex/biblatex/biber):\n*.bbl\n*.bcf\n*.blg\n*-blx.aux\n*-blx.bib\n*.run.xml\n\n## Build tool auxiliary files:\n*.fdb_latexmk\n*.synctex\n*.synctex(busy)\n*.synctex.gz\n*.synctex.gz(busy)\n*.pdfsync\n\n## Build tool directories for auxiliary files\n# latexrun\nlatex.out/\n\n## Auxiliary and intermediate files from other packages:\n# algorithms\n*.alg\n*.loa\n\n# achemso\nacs-*.bib\n\n# amsthm\n*.thm\n\n# beamer\n*.nav\n*.pre\n*.snm\n*.vrb\n\n# changes\n*.soc\n\n# comment\n*.cut\n\n# cprotect\n*.cpt\n\n# elsarticle (documentclass of Elsevier journals)\n*.spl\n\n# endnotes\n*.ent\n\n# fixme\n*.lox\n\n# feynmf/feynmp\n*.mf\n*.mp\n*.t[1-9]\n*.t[1-9][0-9]\n*.tfm\n\n#(r)(e)ledmac/(r)(e)ledpar\n*.end\n*.?end\n*.[1-9]\n*.[1-9][0-9]\n*.[1-9][0-9][0-9]\n*.[1-9]R\n*.[1-9][0-9]R\n*.[1-9][0-9][0-9]R\n*.eledsec[1-9]\n*.eledsec[1-9]R\n*.eledsec[1-9][0-9]\n*.eledsec[1-9][0-9]R\n*.eledsec[1-9][0-9][0-9]\n*.eledsec[1-9][0-9][0-9]R\n\n# glossaries\n*.acn\n*.acr\n*.glg\n*.glo\n*.gls\n*.glsdefs\n*.lzo\n*.lzs\n\n# uncomment this for glossaries-extra (will ignore makeindex's style files!)\n# *.ist\n\n# gnuplottex\n*-gnuplottex-*\n\n# gregoriotex\n*.gaux\n*.gtex\n\n# htlatex\n*.4ct\n*.4tc\n*.idv\n*.lg\n*.trc\n*.xref\n\n# hyperref\n*.brf\n\n# knitr\n*-concordance.tex\n# TODO Uncomment the next line if you use knitr and want to ignore its generated tikz files\n# *.tikz\n*-tikzDictionary\n\n# listings\n*.lol\n\n# luatexja-ruby\n*.ltjruby\n\n# makeidx\n*.idx\n*.ilg\n*.ind\n\n# minitoc\n*.maf\n*.mlf\n*.mlt\n*.mtc[0-9]*\n*.slf[0-9]*\n*.slt[0-9]*\n*.stc[0-9]*\n\n# minted\n_minted*\n*.pyg\n\n# morewrites\n*.mw\n\n# nomencl\n*.nlg\n*.nlo\n*.nls\n\n# pax\n*.pax\n\n# pdfpcnotes\n*.pdfpc\n\n# sagetex\n*.sagetex.sage\n*.sagetex.py\n*.sagetex.scmd\n\n# scrwfile\n*.wrt\n\n# sympy\n*.sout\n*.sympy\nsympy-plots-for-*.tex/\n\n# pdfcomment\n*.upa\n*.upb\n\n# pythontex\n*.pytxcode\npythontex-files-*/\n\n# tcolorbox\n*.listing\n\n# thmtools\n*.loe\n\n# TikZ & PGF\n*.dpth\n*.md5\n*.auxlock\n\n# todonotes\n*.tdo\n\n# vhistory\n*.hst\n*.ver\n\n# easy-todo\n*.lod\n\n# xcolor\n*.xcp\n\n# xmpincl\n*.xmpi\n\n# xindy\n*.xdy\n\n# xypic precompiled matrices and outlines\n*.xyc\n*.xyd\n\n# endfloat\n*.ttt\n*.fff\n\n# Latexian\nTSWLatexianTemp*\n\n## Editors:\n# WinEdt\n*.bak\n*.sav\n\n# Texpad\n.texpadtmp\n\n# LyX\n*.lyx~\n\n# Kile\n*.backup\n\n# gummi\n.*.swp\n\n# KBibTeX\n*~[0-9]*\n\n# TeXnicCenter\n*.tps\n\n# auto folder when using emacs and auctex\n./auto/*\n*.el\n\n# expex forward references with \\gathertags\n*-tags.tex\n\n# standalone packages\n*.sta\n\n# Makeindex log files\n*.lpz\n\n# xwatermark package\n*.xwm\n\n# REVTeX puts footnotes in the bibliography by default, unless the nofootinbib\n# option is specified. Footnotes are the stored in a file with suffix Notes.bib.\n# Uncomment the next line to have this generated file ignored.\n#*Notes.bib\n\n\n*.Rproj\n# History files\n.Rhistory\n.Rapp.history\n\n# Session Data files\n.RData\n\n# User-specific files\n.Ruserdata\n\n# Example code in package build process\n*-Ex.R\n\n# Output files from R CMD build\n/*.tar.gz\n\n# Output files from R CMD check\n/*.Rcheck/\n\n# RStudio files\n.Rproj.user/\n\n# produced vignettes\nvignettes/*.html\nvignettes/*.pdf\n\n# OAuth2 token, see https://github.com/hadley/httr/releases/tag/v0.3\n.httr-oauth\n\n# knitr and R markdown default cache directories\n*_cache/\n/cache/\n\n# Temporary files created by R markdown\n*.utf8.md\n*.knit.md\n\n# R Environment Variables\n.Renviron\n\n# pkgdown site\ndocs/\n\n\n# Byte-compiled / optimized / DLL files\n__pycache__/\n*.py[cod]\n*$py.class\n\n# C extensions\n*.so\n\n# Distribution / packaging\n.Python\nbuild/\ndevelop-eggs/\ndist/\ndownloads/\neggs/\n.eggs/\nlib/\nlib64/\nparts/\nsdist/\nvar/\nwheels/\npip-wheel-metadata/\nshare/python-wheels/\n*.egg-info/\n.installed.cfg\n*.egg\nMANIFEST\n\n# PyInstaller\n# Usually these files are written by a python script from a template\n# before PyInstaller builds the exe, so as to inject date/other infos into it.\n*.manifest\n*.spec\n\n# Installer logs\npip-log.txt\npip-delete-this-directory.txt\n\n# Unit test / coverage reports\nhtmlcov/\n.tox/\n.nox/\n.coverage\n.coverage.*\n.cache\nnosetests.xml\ncoverage.xml\n*.cover\n*.py,cover\n.hypothesis/\n.pytest_cache/\ncover/\n\n# Translations\n*.mo\n*.pot\n\n# Django stuff:\n*.log\nlocal_settings.py\ndb.sqlite3\ndb.sqlite3-journal\n\n# Flask stuff:\ninstance/\n.webassets-cache\n\n# Scrapy stuff:\n.scrapy\n\n# Sphinx documentation\ndocs/_build/\n\n# PyBuilder\ntarget/\n\n# Jupyter Notebook\n.ipynb_checkpoints\n\n# IPython\nprofile_default/\nipython_config.py\n\n# pyenv\n# For a library or package, you might want to ignore these files since the code is\n# intended to run in multiple environments; otherwise, check them in:\n# .python-version\n\n# pipenv\n# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.\n# However, in case of collaboration, if having platform-specific dependencies or dependencies\n# having no cross-platform support, pipenv may install dependencies that don't work, or not\n# install all needed dependencies.\n#Pipfile.lock\n\n# PEP 582; used by e.g. github.com/David-OConnor/pyflow\n__pypackages__/\n\n# Celery stuff\ncelerybeat-schedule\ncelerybeat.pid\n\n# SageMath parsed files\n*.sage.py\n\n# Environments\n.env\n.venv\nenv/\nvenv/\nENV/\nenv.bak/\nvenv.bak/\n\n# Spyder project settings\n.spyderproject\n.spyproject\n\n# Rope project settings\n.ropeproject\n\n# mkdocs documentation\n/site\n\n# mypy\n.mypy_cache/\n.dmypy.json\ndmypy.json\n\n# Pyre type checker\n.pyre/\n\n# pytype static type analyzer\n.pytype/\n\n.Rproj.user\n"
},
{
"path": "README.md",
"content": "![header](./assets/header/header.png \"header\")\n\n\n Benchmark •\n Installation •\n User experience •\n Model zoo •\n Datasets •\n Credit & citation\n
\n\n# modelvshuman: Does your model generalise better than humans?\n\n``modelvshuman`` is a Python toolbox to benchmark the gap between human and machine vision. Using this library, both PyTorch and TensorFlow models can be evaluated on 17 out-of-distribution datasets with high-quality human comparison data.\n\n## :trophy: Benchmark\n\nThe top-10 models are listed here; training dataset size is indicated in brackets. Additionally, standard ResNet-50 is included as the last entry of the table for comparison. Model ranks are calculated across the full range of 52 models that we tested. If your model scores better than some (or even all) of the models here, please open a pull request and we'll be happy to include it here!\n\n### Most human-like behaviour\nwinner | model | accuracy difference ↓ | observed consistency ↑ | error consistency ↑ | mean rank ↓ |\n:----------------:| ------------------------------ |-----------------------------:|-----------------------------:|------------------------------:|-----------------------:|\n:1st_place_medal: | [ViT-22B-384](https://arxiv.org/abs/2302.05442): ViT-22B (4B) | **.018** | **.783** | .258 | **1.67**|\n:2nd_place_medal: | [CLIP](https://arxiv.org/abs/2103.00020): ViT-B (400M) | .023 | .758 | **.281** | 3|\n:3rd_place_medal: | [ViT-22B-560](https://arxiv.org/abs/2302.05442): ViT-22B (4B) | .022 | .739 | **.281** | 3.33|\n:clap: | [SWSL](https://arxiv.org/abs/1905.00546): ResNeXt-101 (940M) | .028 | .752 | .237 | 6|\n:clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-101x1 (14M) | .034 | .733 | .252 | 7|\n:clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-152x2 (14M) | .035 | .737 | .243 | 7.67|\n:clap: | [ViT-L](https://openreview.net/forum?id=YicbFdNTTy) (1M) | .033 | .738 | .222 | 9.33|\n:clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-152x4 (14M) | .035 | .732 | .233 | 10.33|\n:clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-50x3 (14M) | .040 | .726 | .228 | 12|\n:clap: | [ViT-L](https://openreview.net/forum?id=YicbFdNTTy) (14M) | .035 | .744 | .206 | 12|\n... | standard [ResNet-50](https://arxiv.org/abs/1502.01852) (1M) | .087 | .665 | .208 | 31.33|\n\n### Highest OOD (out-of-distribution) distortion robustness\n\nwinner | model | OOD accuracy ↑ | rank ↓ |\n:----------------:| ----------------------------------------------------------------------------| -------------------------:|------------------:|\n:1st_place_medal: | [ViT-22B-224](https://arxiv.org/abs/2302.05442): ViT-22B (4B) | **.837** | **1**|\n:2nd_place_medal: | [Noisy Student](https://arxiv.org/abs/1911.04252): EfficientNet-L2 (300M) | .829 | 2|\n:3rd_place_medal: | [ViT-22B-384](https://arxiv.org/abs/2302.05442): ViT-22B (4B) | .798 | 3|\n:clap: | [ViT-L](https://openreview.net/forum?id=YicbFdNTTy) (14M) | .733 | 4|\n:clap: | [CLIP](https://arxiv.org/abs/2103.00020): ViT-B (400M) | .708 | 5|\n:clap: | [ViT-L](https://openreview.net/forum?id=YicbFdNTTy) (1M) | .706 | 6|\n:clap: | [SWSL](https://arxiv.org/abs/1905.00546): ResNeXt-101 (940M) | .698 | 7|\n:clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-152x2 (14M) | .694 | 8|\n:clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-152x4 (14M) | .688 | 9|\n:clap: | [BiT-M](https://arxiv.org/abs/1912.11370): ResNet-101x3 (14M) | .682 | 10|\n... | standard [ResNet-50](https://arxiv.org/abs/1502.01852) (1M) | .559 | 34|\n\n## :wrench: Installation\n\nSimply clone the repository to a location of your choice and follow these steps (requires ``python3.8``):\n\n\n1. Set the repository home path by running the following from the command line:\n\n ```\n export MODELVSHUMANDIR=/absolute/path/to/this/repository/\n ```\n\n2. Within the cloned repository, install package:\n\n ```\n pip install -e .\n ```\n \n (The -e option makes sure that changes to the code are reflected in the package, which is important e.g. if you add your own model or make any other changes)\n\n## :microscope: User experience\n\nSimply edit ``examples/evaluate.py`` as desired. This will test a list of models on out-of-distribution datasets, generating plots. If you then compile ``latex-report/report.tex``, all the plots will be included in one convenient PDF report.\n\n\n\n## :camel: Model zoo\n\nThe following models are currently implemented:\n\n- [x] 20+ standard supervised models from the [torchvision model zoo](https://pytorch.org/docs/1.4.0/torchvision/models.html)\n- [x] 5 self-supervised contrastive models (InsDis, MoCo, MoCoV2, InfoMin, PIRL) from the [pycontrast repo](https://github.com/HobbitLong/PyContrast/)\n- [x] 3 self-supervised contrastive SimCLR model variants (simclr_resnet50x1, simclr_resnet50x2, simclr_resnet50x4) from the [ptrnet repo](https://github.com/sacadena/ptrnets)\n- [x] 3 vision transformer variants (vit_small_patch16_224, vit_base_patch16_224 and vit_large_patch16_224) from the [pytorch-image-models repo](https://github.com/rwightman/pytorch-image-models)\n- [x] 10 adversarially \"robust\" models from [robust-models-transfer](https://arxiv.org/abs/2007.08489) implemented via the [ptrnet repo](https://github.com/sacadena/ptrnets)\n- [x] 3 \"ShapeNet\" ResNet-50 models with different degree of stylized training from the [texture-vs-shape repo](https://github.com/rgeirhos/texture-vs-shape)\n- [x] 3 BagNets models from the [BagNets repo](https://github.com/wielandbrendel/bag-of-local-features-models#bagnets)\n- [x] 1 semi-supervised ResNet-50 model pre-trained on 940M images from the [semi-supervised-ImageNet1K-models repo](https://github.com/facebookresearch/semi-supervised-ImageNet1K-models)\n- [x] 6 Big Transfer models from the [pytorch-image-models repo](https://github.com/rwightman/pytorch-image-models)\n\nIf you e.g. add/implement your own model, please make sure to compute the ImageNet accuracy as a sanity check.\n\n\n##### How to load a model\nIf you just want to load a model from the model zoo, this is what you can do:\n\n```python\n # loading a PyTorch model from the zoo\n from modelvshuman.models.pytorch.model_zoo import InfoMin\n model = InfoMin(\"InfoMin\")\n\n # loading a Tensorflow model from the zoo\n from modelvshuman.models.tensorflow.model_zoo import efficientnet_b0\n model = efficientnet_b0(\"efficientnet_b0\")\n```\n\nThen, if you have a custom set of images that you want to evaluate the model on, load those (in the example below, called ``images``) and evaluate via:\n\n```python\n output_numpy = model.forward_batch(images)\n \n # by default, type(output) is numpy.ndarray, which can be converted to a tensor via:\n output_tensor = torch.tensor(output_numpy)\n```\n\nHowever, if you simply want to run a model through the generalisation datasets provided by the toolbox, we recommend to check the section on User experience.\n\n##### How to list all available models\n\nAll implemented models are registered by the model registry, which can then be used to list all available models of a certain framework with the following method:\n\n```python\n from modelvshuman import models\n \n print(models.list_models(\"pytorch\"))\n print(models.list_models(\"tensorflow\"))\n```\n\n##### How to add a new model\nAdding a new model is possible for standard PyTorch and TensorFlow models. Depending on the framework (pytorch / tensorflow), open ``modelvshuman/models//model_zoo.py``. Here, you can add your own model with a few lines of code - similar to how you would load it usually. If your model has a custom model definition, create a new subdirectory called ``modelvshuman/models//my_fancy_model/fancy_model.py`` which you can then import from ``model_zoo.py`` via ``from .my_fancy_model import fancy_model``.\n\n\n## :file_folder: Datasets\nIn total, 17 datasets with human comparison data collected under highly controlled laboratory conditions in the [Wichmannlab](http://www.wichmannlab.org) are available.\n\nTwelve datasets correspond to parametric or binary image distortions. Top row: colour/grayscale, contrast, high-pass, low-pass (blurring), phase noise, power equalisation. Bottom row: opponent colour, rotation, Eidolon I, II and III, uniform noise.\n![noise-stimuli](./assets/stimuli_visualizations/noise-stimuli-figure/all_noise-generalisation_stimuli.png \"noise-stimuli\")\n\nThe remaining five datasets correspond to the following nonparametric image manipulations: sketch, stylized, edge, silhouette, texture-shape cue conflict.\n![nonparametric-stimuli](./assets/stimuli_visualizations/nonparametric-stimuli-figure/all_nonparametric_stimuli.png \"nonparametric-stimuli\")\n\n##### How to load a dataset\nSimilarly, if you're interested in just loading a dataset, you can do this via:\n```python\n from modelvshuman.datasets import sketch \n dataset = sketch(batch_size=16, num_workers=4)\n```\nNote that the datasets aren't available after installing the toolbox just yet. Instead, they are automatically downloaded the first time a model is evaluated on the dataset (see ``examples/evaluate.py``).\n\n##### How to list all available datasets\n```python\n from modelvshuman import datasets\n \n print(list(datasets.list_datasets().keys()))\n```\n\n##### Download raw test images\nIf you'd like to download the test images yourself, they are availabel [here](https://github.com/bethgelab/model-vs-human/releases/tag/v0.1).\n\n## :credit_card: Credit\n\nPsychophysical data were collected by us in the vision laboratory of the [Wichmannlab](http://www.wichmannlab.org).\n\nThat said, we used existing image dataset sources. 12 datasets were obtained from [Generalisation in humans and deep neural networks](http://papers.nips.cc/paper/7982-generalisation-in-humans-and-deep-neural-networks.pdf). 4 datasets were obtained from [ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness](https://openreview.net/forum?id=Bygh9j09KX). Additionally, we used 1 dataset from [Learning Robust Global Representations by Penalizing Local Predictive Power](https://arxiv.org/abs/1905.13549) (sketch images from ImageNet-Sketch).\n\nWe thank all model authors and repository maintainers for providing the models described above.\n\n### Citation\n\n @inproceedings{geirhos2021partial,\n title={Partial success in closing the gap between human and machine vision},\n author={Geirhos, Robert and Narayanappa, Kantharaju and Mitzkus, Benjamin and Thieringer, Tizian and Bethge, Matthias and Wichmann, Felix A and Brendel, Wieland},\n booktitle={{Advances in Neural Information Processing Systems 34}},\n year={2021},\n }\n"
},
{
"path": "examples/evaluate.py",
"content": "import warnings\nwarnings.simplefilter(action='ignore', category=FutureWarning)\n\nfrom modelvshuman import Plot, Evaluate\nfrom modelvshuman import constants as c\nfrom plotting_definition import plotting_definition_template\n\n\ndef run_evaluation():\n models = [\"resnet50\", \"bagnet33\", \"simclr_resnet50x1\"]\n datasets = c.DEFAULT_DATASETS # or e.g. [\"cue-conflict\", \"uniform-noise\"]\n params = {\"batch_size\": 64, \"print_predictions\": True, \"num_workers\": 20}\n Evaluate()(models, datasets, **params)\n\n\ndef run_plotting():\n plot_types = c.DEFAULT_PLOT_TYPES # or e.g. [\"accuracy\", \"shape-bias\"]\n plotting_def = plotting_definition_template\n figure_dirname = \"example-figures/\"\n Plot(plot_types = plot_types, plotting_definition = plotting_def,\n figure_directory_name = figure_dirname)\n\n # In examples/plotting_definition.py, you can edit\n # plotting_definition_template as desired: this will let\n # the toolbox know which models to plot, and which colours to use etc.\n\n\nif __name__ == \"__main__\":\n # 1. evaluate models on out-of-distribution datasets\n run_evaluation()\n # 2. plot the evaluation results\n run_plotting()\n"
},
{
"path": "examples/plotting_definition.py",
"content": "# /!usr/bin/env python3\n\n\"\"\"\nDefine decision makers (either human participants or CNN models).\n\"\"\"\n\nfrom modelvshuman import constants as c\nfrom modelvshuman.plotting.colors import *\nfrom modelvshuman.plotting.decision_makers import DecisionMaker\n\n\ndef plotting_definition_template(df):\n \"\"\"Decision makers to compare a few models with human observers.\n\n This exemplary definition can be adapted for the\n desired purpose, e.g. by adding more/different models.\n\n Note that models will need to be evaluated first, before\n their data can be plotted.\n\n For each model, define:\n - a color using rgb(42, 42, 42)\n - a plotting symbol by setting marker;\n a list of markers can be found here:\n https://matplotlib.org/3.1.0/api/markers_api.html\n \"\"\"\n\n decision_makers = []\n\n decision_makers.append(DecisionMaker(name_pattern=\"resnet50\",\n color=rgb(65, 90, 140), marker=\"o\", df=df,\n plotting_name=\"ResNet-50\"))\n decision_makers.append(DecisionMaker(name_pattern=\"bagnet33\",\n color=rgb(110, 110, 110), marker=\"o\", df=df,\n plotting_name=\"BagNet-33\"))\n decision_makers.append(DecisionMaker(name_pattern=\"simclr_resnet50x1\",\n color=rgb(210, 150, 0), marker=\"o\", df=df,\n plotting_name=\"SimCLR-x1\"))\n decision_makers.append(DecisionMaker(name_pattern=\"subject-*\",\n color=rgb(165, 30, 55), marker=\"D\", df=df,\n plotting_name=\"humans\"))\n return decision_makers\n\n\ndef get_comparison_decision_makers(df, include_humans=True,\n humans_last=True):\n \"\"\"Decision makers used in our paper.\"\"\"\n\n d = []\n\n # 1. supervised models\n for model in c.TORCHVISION_MODELS:\n d.append(DecisionMaker(name_pattern=model,\n color=rgb(230, 230, 230), df=df,\n plotting_name=model))\n\n # 2. self-supervised models\n for model in c.PYCONTRAST_MODELS:\n d.append(DecisionMaker(name_pattern=model,\n color=orange2, marker=\"o\", df=df,\n plotting_name=model+\": ResNet-50\"))\n d.append(DecisionMaker(name_pattern=\"simclr_resnet50x1\",\n color=orange2, marker=\"o\", df=df,\n plotting_name=\"SimCLR: ResNet-50x1\"))\n d.append(DecisionMaker(name_pattern=\"simclr_resnet50x2\",\n color=orange2, marker=\"o\", df=df,\n plotting_name=\"SimCLR: ResNet-50x2\"))\n d.append(DecisionMaker(name_pattern=\"simclr_resnet50x4\",\n color=orange2, marker=\"o\", df=df,\n plotting_name=\"SimCLR: ResNet-50x4\"))\n\n\n # 3. adversarially robust models\n d += [DecisionMaker(name_pattern=\"resnet50_l2_eps0\",\n color=rgb(196, 205, 229), marker=\"o\", df=df,\n plotting_name=\"ResNet-50 L2 eps 0.0\"),\n DecisionMaker(name_pattern=\"resnet50_l2_eps0_5\",\n color=rgb(176, 190, 220), marker=\"o\", df=df,\n plotting_name=\"ResNet-50 L2 eps 0.5\"),\n DecisionMaker(name_pattern=\"resnet50_l2_eps1\",\n color=rgb(134, 159, 203), marker=\"o\", df=df,\n plotting_name=\"ResNet-50 L2 eps 1.0\"),\n DecisionMaker(name_pattern=\"resnet50_l2_eps3\",\n color=rgb(86, 130, 186), marker=\"o\", df=df,\n plotting_name=\"ResNet-50 L2 eps 3.0\"),\n DecisionMaker(name_pattern=\"resnet50_l2_eps5\",\n color=blue2, marker=\"o\", df=df,\n plotting_name=\"ResNet-50 L2 eps 5.0\")]\n\n # 4. vision transformers without large-scale pretraining\n d.append(DecisionMaker(name_pattern=\"vit_small_patch16_224\",\n color=rgb(144, 159, 110), marker=\"v\", df=df,\n plotting_name=\"ViT-S\"))\n d.append(DecisionMaker(name_pattern=\"vit_base_patch16_224\",\n color=rgb(144, 159, 110), marker=\"v\", df=df,\n plotting_name=\"ViT-B\"))\n d.append(DecisionMaker(name_pattern=\"vit_large_patch16_224\",\n color=rgb(144, 159, 110), marker=\"v\", df=df,\n plotting_name=\"ViT-L\"))\n\n if not humans_last:\n if include_humans:\n d.append(DecisionMaker(name_pattern=\"subject-*\",\n color=red, marker=\"D\", df=df,\n plotting_name=\"humans\"))\n d.append(DecisionMaker(name_pattern=\"clip\",\n color=brown1, marker=\"v\", df=df,\n plotting_name=\"CLIP: ViT-B (400M)\"))\n \n d.append(DecisionMaker(name_pattern=\"ResNeXt101_32x16d_swsl\",\n color=purple1, marker=\"o\", df=df,\n plotting_name=\"SWSL: ResNeXt-101 (940M)\"))\n d.append(DecisionMaker(name_pattern=\"resnet50_swsl\",\n color=purple1, marker=\"o\", df=df,\n plotting_name=\"SWSL: ResNet-50 (940M)\"))\n \n bitm_col = rgb(153, 142, 195) \n d.append(DecisionMaker(name_pattern=\"BiTM_resnetv2_152x4\",\n color=bitm_col, marker=\"o\", df=df,\n plotting_name=\"BiT-M: ResNet-152x4 (14M)\"))\n d.append(DecisionMaker(name_pattern=\"BiTM_resnetv2_152x2\",\n color=bitm_col, marker=\"o\", df=df,\n plotting_name=\"BiT-M: ResNet-152x2 (14M)\"))\n d.append(DecisionMaker(name_pattern=\"BiTM_resnetv2_101x3\",\n color=bitm_col, marker=\"o\", df=df,\n plotting_name=\"BiT-M: ResNet-101x3 (14M)\"))\n d.append(DecisionMaker(name_pattern=\"BiTM_resnetv2_101x1\",\n color=bitm_col, marker=\"o\", df=df,\n plotting_name=\"BiT-M: ResNet-101x1 (14M)\"))\n d.append(DecisionMaker(name_pattern=\"BiTM_resnetv2_50x3\",\n color=bitm_col, marker=\"o\", df=df,\n plotting_name=\"BiT-M: ResNet-50x3 (14M)\"))\n d.append(DecisionMaker(name_pattern=\"BiTM_resnetv2_50x1\",\n color=bitm_col, marker=\"o\", df=df,\n plotting_name=\"BiT-M: ResNet-50x1 (14M)\"))\n\n d.append(DecisionMaker(name_pattern=\"transformer_L16_IN21K\",\n color=green1, marker=\"v\", df=df,\n plotting_name=\"ViT-L (14M)\"))\n d.append(DecisionMaker(name_pattern=\"transformer_B16_IN21K\",\n color=green1, marker=\"v\", df=df,\n plotting_name=\"ViT-B (14M)\"))\n\n d.append(DecisionMaker(name_pattern=\"efficientnet_l2_noisy_student_475\",\n color=metallic, marker=\"o\", df=df,\n plotting_name=\"Noisy Student: ENetL2 (300M)\"))\n \n if humans_last:\n d.append(DecisionMaker(name_pattern=\"clip\",\n color=brown1, marker=\"v\", df=df,\n plotting_name=\"CLIP: ViT-B (400M)\"))\n if include_humans:\n d.append(DecisionMaker(name_pattern=\"subject-*\",\n color=red, marker=\"D\", df=df,\n plotting_name=\"humans\"))\n\n return d\n"
},
{
"path": "latex-report/assets/benchmark_figures.tex",
"content": "\\begin{figure}[h]\n\t\\begin{subfigure}{0.49\\linewidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{benchmark_16-class-accuracy.pdf}\n\t\t%\\vspace{\\captionspaceBenchmark}\n\t\t\\caption{OOD accuracy (higher = better).}\n\t\t\\label{subfig:benchmark_a}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{0.49\\linewidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{benchmark_16-class-accuracy-difference.pdf}\n\t\t%\\vspace{\\captionspaceBenchmark}\n\t\t\\caption{Accuracy difference (lower = better).}\n\t\t\\label{subfig:benchmark_b}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{0.49\\linewidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{benchmark_observed-consistency.pdf}\n\t\t%\\vspace{\\captionspaceBenchmark}\n\t\t\\caption{Observed consistency (higher = better).}\t\t\t\\label{subfig:benchmark_c}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{0.49\\linewidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{benchmark_error-consistency.pdf}\n\t\t%\\vspace{\\captionspaceBenchmark}\n\t\t\\caption{Error consistency (higher = better).}\t\t\t\\label{subfig:benchmark_d}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\caption{Benchmark results for different models, aggregated over datasets.}\n\t\\label{fig:benchmark_barplots}\n\\end{figure}\n"
},
{
"path": "latex-report/assets/benchmark_table_accuracy.tex",
"content": "\\begin{tabular}{lrr}\n\\toprule\n model & OOD accuracy $\\uparrow$ & rank $\\downarrow$ \\\\\n\\midrule\nSimCLR-x1 & \\textbf{0.596} & \\textbf{1.000} \\\\\nResNet-50 & 0.559 & 2.000 \\\\\nBagNet-33 & 0.398 & 3.000 \\\\\n\\bottomrule\n\\end{tabular}\n\n"
},
{
"path": "latex-report/assets/benchmark_table_humanlike.tex",
"content": "\\begin{tabular}{lrrrr}\n\\toprule\n model & accuracy diff. $\\downarrow$ & obs. consistency $\\uparrow$ & error consistency $\\uparrow$ & mean rank $\\downarrow$ \\\\\n\\midrule\nSimCLR-x1 & \\textbf{0.080} & \\textbf{0.667} & 0.179 & \\textbf{1.333} \\\\\nResNet-50 & 0.087 & 0.665 & \\textbf{0.208} & 1.667 \\\\\nBagNet-33 & 0.156 & 0.567 & 0.137 & 3.000 \\\\\n\\bottomrule\n\\end{tabular}\n\n"
},
{
"path": "latex-report/assets/benchmark_tables.tex",
"content": "\\begin{table}[ht]\n\t\\caption{Benchmark table of model results for most human-like behaviour. The three metrics ``accuracy difference'' ``observed consistency'' and ``error consistency'' (plotted in Figure~\\ref{fig:benchmark_barplots}) each produce a different model ranking. The mean rank of a model across those three metrics is used to rank the models on our benchmark.}\n\t\\label{tab:benchmark_table_humanlike}\n\t\\centering\n\t\\input{assets/benchmark_table_humanlike.tex}\n\\end{table}\n\n\\begin{table}[h!]\n\t\\caption{Benchmark table of model results for highest out-of-distribution robustness.}\n\t\\label{tab:benchmark_table_accurate}\n\t\\centering\n\t\\input{assets/benchmark_table_accuracy.tex}\n\\end{table}\n\n\n"
},
{
"path": "latex-report/assets/consistency_vs_accuracy.tex",
"content": "\\begin{figure}[h]\n \\centering\n \\begin{subfigure}{0.45\\textwidth}\n \\centering\n \\includegraphics[width=\\linewidth]{scatter-plot_OOD-accuracy_vs_observed-consistency_multiple-datasets.pdf}\n %\\vspace{-0.1cm}\n \\caption{Out-of-distribution accuracy vs.\\\\observed consistency}\n \\label{subfig:error_consistency_12_datasets}\n \\end{subfigure}\n \\begin{subfigure}{0.45\\textwidth}\n \\centering\n \\includegraphics[width=\\linewidth]{scatter-plot_OOD-accuracy_vs_error-consistency_multiple-datasets.pdf}\n %\\vspace{-0.1cm}\n \\caption{Out-of-distribution accuracy vs.\\\\error consistency}\n \\label{subfig:error_consistency_5_datasets}\n \\end{subfigure}\n \\label{fig:error_consistency_12_and_5_datasets}\n \\vspace{-0.1cm}\n \\caption{Observed consistency and error consistency between models and humans as a function of out-of-distribution (OOD) accuracy. Dotted lines indicate consistency expected by chance.}\n\\end{figure}"
},
{
"path": "latex-report/assets/error_consistency_lineplots.tex",
"content": "\\begin{figure}\n\t%\t% colour vs. greyscale | true vs. false colour\n\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\textbf{Accuracy}\\\\\n\t\t\t\\includegraphics[width=\\linewidth]{colour_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Colour vs. greyscale}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\textbf{Error consistency}\\\\\n\t\t\t\\includegraphics[width=\\linewidth]{colour_error-consistency.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\textbf{Accuracy}\\\\\n\t\t\t\\includegraphics[width=\\linewidth]{false-colour_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{True vs. false colour}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\textbf{Error consistency}\\\\\n\t\t\t\\includegraphics[width=\\linewidth]{false-colour_error-consistency.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\n\t% uniform noise | low pass\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{uniform-noise_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Uniform noise}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{uniform-noise_error-consistency.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{low-pass_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Low-pass}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{low-pass_error-consistency.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\n\t%\t% contrast | high-pass\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{contrast_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Contrast}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{contrast_error-consistency.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{high-pass_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{High-pass}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{high-pass_error-consistency.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\n\t % eidolon I | phase noise\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{eidolonI_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Eidolon I}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering \\includegraphics[width=\\linewidth]{eidolonI_error-consistency.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{phase-scrambling_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Phase noise}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{phase-scrambling_error-consistency.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\n\t%\teidolon II | power equalisation\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{eidolonII_OOD-accuracy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption{Eidolon II}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{eidolonII_error-consistency.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption*{}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{power-equalisation_OOD-accuracy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption{Power equalisation}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{power-equalisation_error-consistency.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption*{}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\n\t% eidolon III | rotation\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{eidolonIII_OOD-accuracy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption{Eidolon III}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering \\includegraphics[width=\\linewidth]{eidolonIII_error-consistency.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption*{}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{rotation_OOD-accuracy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption{Rotation}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{rotation_error-consistency.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption*{}\n\t\\end{subfigure}\\hfill\n\t\\caption{OOD accuracy and error consistency.}\n\t\\label{fig:results_accuracy_error_consistency}\n\\end{figure}"
},
{
"path": "latex-report/assets/error_consistency_matrices.tex",
"content": "\\begin{figure}\n\t\\centering\n\t\\includegraphics[width=0.8\\linewidth]{sketch_error-consistency_matrix.pdf}\n\t\\caption{Error consistency for `sketch' images.}\n\t\\label{fig:error_consistency_matrix_sketch}\n\\end{figure}\n\n\\begin{figure}\n \\centering\n \\includegraphics[width=0.8\\linewidth]{stylized_error-consistency_matrix.pdf}\n \\caption{Error consistency for `stylized' images.}\n \\label{fig:error_consistency_matrix_stylized}\n\\end{figure}\n\n\\begin{figure}\n\t\\centering\n\t\\includegraphics[width=0.8\\linewidth]{edge_error-consistency_matrix.pdf}\n\t\\caption{Error consistency for `edge' images.}\n\t\\label{fig:error_consistency_matrix_edges}\n\\end{figure}\n\n\\begin{figure}\n\t\\centering\n\t\\includegraphics[width=0.8\\linewidth]{silhouette_error-consistency_matrix.pdf}\n\t\\caption{Error consistency for `silhouette' images.}\n\t\\label{fig:error_consistency_matrix_silhouettes}\n\\end{figure}\n\n\\begin{figure}\n\t\\centering\n\t\\includegraphics[width=0.8\\linewidth]{cue-conflict_error-consistency_matrix.pdf}\n\t\\caption{Error consistency for `cue conflict' images.}\n\t\\label{fig:error_consistency_matrix_cue-conflict}\n\\end{figure}\n\n"
},
{
"path": "latex-report/assets/noise_generalisation.tex",
"content": "\\begin{figure}\n\t%\t% colour vs. greyscale | true vs. false colour\n\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\textbf{Accuracy}\\\\\n\t\t\t\\includegraphics[width=\\linewidth]{colour_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Colour vs. greyscale}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\textbf{Entropy}\\\\\n\t\t\t\\includegraphics[width=\\linewidth]{colour_entropy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\textbf{Accuracy}\\\\\n\t\t\t\\includegraphics[width=\\linewidth]{false-colour_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{True vs. false colour}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\textbf{Entropy}\\\\\n\t\t\t\\includegraphics[width=\\linewidth]{false-colour_entropy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\n\t% uniform noise | low pass\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{uniform-noise_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Uniform noise}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{uniform-noise_entropy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{low-pass_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Low-pass}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{low-pass_entropy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\n\t%\t% contrast | high-pass\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{contrast_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Contrast}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{contrast_entropy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{high-pass_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{High-pass}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{high-pass_entropy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\n\t % eidolon I | phase noise\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{eidolonI_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Eidolon I}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering \\includegraphics[width=\\linewidth]{eidolonI_entropy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{phase-scrambling_OOD-accuracy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption{Phase noise}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\\begin{subfigure}{\\figwidth}\n\t\t\t\\centering\n\t\t\t\\includegraphics[width=\\linewidth]{phase-scrambling_entropy.pdf}\n\t\t\t\\vspace{\\captionspace}\n\t\t\t\\caption*{}\n\t\t\t\\vspace{\\captionspaceII}\n\t\t\\end{subfigure}\\hfill\n\t\t\n\t%\teidolon II | power equalisation\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{eidolonII_OOD-accuracy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption{Eidolon II}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{eidolonII_entropy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption*{}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{power-equalisation_OOD-accuracy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption{Power equalisation}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{power-equalisation_entropy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption*{}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\n\t% eidolon III | rotation\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{eidolonIII_OOD-accuracy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption{Eidolon III}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering \\includegraphics[width=\\linewidth]{eidolonIII_entropy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption*{}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{rotation_OOD-accuracy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption{Rotation}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{\\figwidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{rotation_entropy.pdf}\n\t\t\\vspace{\\captionspace}\n\t\t\\caption*{}\n\t\\end{subfigure}\\hfill\n\t\\caption{Noise generalisation results.}\n\t\\label{fig:results_accuracy_entropy}\n\\end{figure}"
},
{
"path": "latex-report/assets/nonparametric_accuracy.tex",
"content": "\\begin{figure}[h]\n\t\\begin{subfigure}{0.49\\linewidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{sketch\\_OOD-accuracy.pdf}\n\t\t\\caption{Accuracy on `sketch' images.}\n\t\t\\label{subfig:accuracy_sketch}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{0.49\\linewidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{edge\\_OOD-accuracy.pdf}\n\t\t\\caption{Accuracy on `edge' images.}\n\t\t\\label{subfig:accuracy_edge}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{0.49\\linewidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{silhouette\\_OOD-accuracy.pdf}\n\t\t\\caption{Accuracy on `silhouette' images.}\n\t\t\\label{subfig:accuracy_silhouette}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\begin{subfigure}{0.49\\linewidth}\n\t\t\\centering\n\t\t\\includegraphics[width=\\linewidth]{stylized\\_OOD-accuracy.pdf}\n\t\t\\caption{Accuracy on `stylized' images.}\t\t\t\n\t\t\\label{subfig:accuracy_stylized}\n\t\t\\vspace{\\captionspaceII}\n\t\\end{subfigure}\\hfill\n\t\\caption{OOD accuracy on four nonparametric datasets (i.e., datasets with only a single corruption type and strength).}\n\t\\label{fig:results_accuracy_nonparametric}\n\\end{figure}\n"
},
{
"path": "latex-report/assets/shape_bias.tex",
"content": "\\begin{figure}[h]\n\t\\includegraphics[width=\\linewidth]{cue-conflict_shape-bias_matrixplot.pdf}\n\t\\caption{Shape vs.\\ texture bias: category-level plot.}\n\\end{figure}\\hfill\n\n\n\\begin{figure}[h]\n\t\\includegraphics[width=\\linewidth]{cue-conflict_shape-bias_boxplot.pdf}\n\t\\caption{Shape vs.\\ texture bias: boxplot.}\n\\end{figure}\\hfill\n"
},
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"content": "% partial rewrite of the LaTeX2e package for submissions to the\n% Conference on Neural Information Processing Systems (NeurIPS):\n%\n% - uses more LaTeX conventions\n% - line numbers at submission time replaced with aligned numbers from\n% lineno package\n% - \\nipsfinalcopy replaced with [final] package option\n% - automatically loads times package for authors\n% - loads natbib automatically; this can be suppressed with the\n% [nonatbib] package option\n% - adds foot line to first page identifying the conference\n% - adds preprint option for submission to e.g. arXiv\n% - conference acronym modified\n%\n% Roman Garnett (garnett@wustl.edu) and the many authors of\n% nips15submit_e.sty, including MK and drstrip@sandia\n%\n% last revision: January 2020\n\n\\NeedsTeXFormat{LaTeX2e}\n\\ProvidesPackage{neurips}[NeurIPS style file]\n\n% declare final option, which creates camera-ready copy\n\\newif\\if@neuripsfinal\\@neuripsfinalfalse\n\\DeclareOption{final}{\n \\@neuripsfinaltrue\n}\n\n% declare nonatbib option, which does not load natbib in case of\n% package clash (users can pass options to natbib via\n% \\PassOptionsToPackage)\n\\newif\\if@natbib\\@natbibtrue\n\\DeclareOption{nonatbib}{\n \\@natbibfalse\n}\n\n% declare preprint option, which creates a preprint version ready for\n% upload to, e.g., arXiv\n\\newif\\if@preprint\\@preprintfalse\n\\DeclareOption{preprint}{\n \\@preprinttrue\n}\n\n\\ProcessOptions\\relax\n\n% determine whether this is an anonymized submission\n\\newif\\if@submission\\@submissiontrue\n\\if@neuripsfinal\\@submissionfalse\\fi\n\\if@preprint\\@submissionfalse\\fi\n\n% fonts\n\\renewcommand{\\rmdefault}{ptm}\n\\renewcommand{\\sfdefault}{phv}\n\n% change this every year for notice string at bottom\n\\newcommand{\\@neuripsordinal}{34th}\n\\newcommand{\\@neuripsyear}{2020}\n\\newcommand{\\@neuripslocation}{Vancouver, Canada}\n\n% acknowledgments\n\\usepackage{environ}\n\\newcommand{\\acksection}{\\section*{Acknowledgments and Disclosure of Funding}}\n\\NewEnviron{ack}{%\n \\acksection\n \\BODY\n}\n\n% handle tweaks for camera-ready copy vs. submission copy\n\\if@preprint\n \\newcommand{\\@noticestring}{%\n Generalisation report.%\n }\n\\else\n \\if@neuripsfinal\n \\newcommand{\\@noticestring}{%\n \\@neuripsordinal\\/ Conference on Neural Information Processing Systems\n (NeurIPS \\@neuripsyear), \\@neuripslocation.%\n }\n \\else\n \\newcommand{\\@noticestring}{%\n Generalisation report.%\n }\n\n % hide the acknowledgements\n \\NewEnviron{hide}{}\n \\let\\ack\\hide\n \\let\\endack\\endhide\n \n % line numbers for submission\n \\RequirePackage{lineno}\n \\linenumbers\n\n % fix incompatibilities between lineno and amsmath, if required, by\n % transparently wrapping linenomath environments around amsmath\n % environments\n \\AtBeginDocument{%\n \\@ifpackageloaded{amsmath}{%\n \\newcommand*\\patchAmsMathEnvironmentForLineno[1]{%\n \\expandafter\\let\\csname old#1\\expandafter\\endcsname\\csname #1\\endcsname\n \\expandafter\\let\\csname oldend#1\\expandafter\\endcsname\\csname end#1\\endcsname\n \\renewenvironment{#1}%\n {\\linenomath\\csname old#1\\endcsname}%\n {\\csname oldend#1\\endcsname\\endlinenomath}%\n }%\n \\newcommand*\\patchBothAmsMathEnvironmentsForLineno[1]{%\n \\patchAmsMathEnvironmentForLineno{#1}%\n \\patchAmsMathEnvironmentForLineno{#1*}%\n }%\n \\patchBothAmsMathEnvironmentsForLineno{equation}%\n \\patchBothAmsMathEnvironmentsForLineno{align}%\n \\patchBothAmsMathEnvironmentsForLineno{flalign}%\n \\patchBothAmsMathEnvironmentsForLineno{alignat}%\n \\patchBothAmsMathEnvironmentsForLineno{gather}%\n \\patchBothAmsMathEnvironmentsForLineno{multline}%\n }{}\n }\n \\fi\n\\fi\n\n% load natbib unless told otherwise\n\\if@natbib\n \\RequirePackage{natbib}\n\\fi\n\n% set page geometry\n\\usepackage[verbose=true,letterpaper]{geometry}\n\\AtBeginDocument{\n \\newgeometry{\n textheight=9in,\n textwidth=5.5in,\n top=1in,\n headheight=12pt,\n headsep=25pt,\n footskip=30pt\n }\n \\@ifpackageloaded{fullpage}\n {\\PackageWarning{neurips}{fullpage package not allowed! 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\\labelwidth\\leftmarginiv\n \\advance\\labelwidth-\\labelsep}\n\\def\\@listv {\\leftmargin\\leftmarginv\n \\labelwidth\\leftmarginv\n \\advance\\labelwidth-\\labelsep}\n\\def\\@listvi {\\leftmargin\\leftmarginvi\n \\labelwidth\\leftmarginvi\n \\advance\\labelwidth-\\labelsep}\n\n% create title\n\\providecommand{\\maketitle}{}\n\\renewcommand{\\maketitle}{%\n \\par\n \\begingroup\n \\renewcommand{\\thefootnote}{\\fnsymbol{footnote}}\n % for perfect author name centering\n \\renewcommand{\\@makefnmark}{\\hbox to \\z@{$^{\\@thefnmark}$\\hss}}\n % The footnote-mark was overlapping the footnote-text,\n % added the following to fix this problem (MK)\n \\long\\def\\@makefntext##1{%\n \\parindent 1em\\noindent\n \\hbox to 1.8em{\\hss $\\m@th ^{\\@thefnmark}$}##1\n }\n \\thispagestyle{empty}\n \\@maketitle\n \\@thanks\n \\@notice\n \\endgroup\n \\let\\maketitle\\relax\n \\let\\thanks\\relax\n}\n\n% rules for title box at top of first page\n\\newcommand{\\@toptitlebar}{\n \\hrule height 4\\p@\n 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"path": "latex-report/report.tex",
"content": "\\documentclass[]{article}\r\n\r\n\\usepackage[nonatbib,preprint]{neurips}\r\n\r\n\\usepackage[utf8]{inputenc} % allow utf-8 input\r\n\\usepackage[T1]{fontenc} % use 8-bit T1 fonts\r\n\\usepackage{hyperref} % hyperlinks\r\n\\usepackage{url} % simple URL typesetting\r\n\\usepackage{booktabs} % professional-quality tables\r\n\\usepackage{amsfonts} % blackboard math symbols\r\n\\usepackage{nicefrac} % compact symbols for 1/2, etc.\r\n\\usepackage{microtype} % microtypography\r\n\\usepackage{graphicx}\r\n\\usepackage{caption}\r\n\\usepackage{subcaption}\r\n\\usepackage{pgffor} % for loop\r\n\\usepackage{xstring} % for declaring lists\r\n\r\n\r\n\r\n\\graphicspath{{../figures/example-figures/}}\r\n\r\n\r\n\\title{Generalisation report}\r\n\r\n\\author{%\r\n\tGeneralisation report produced by \\href{https://github.com/bethgelab/model-vs-human}{model-vs-human}\\\\\r\n}\r\n\r\n\r\n\r\n\\begin{document}\r\n\r\n\\newcommand{\\figwidth}{0.24\\textwidth}\r\n\\newcommand{\\captionspace}{-1.5\\baselineskip}\r\n\\newcommand{\\captionspaceII}{0.6\\baselineskip}\r\n\\newcommand{\\captionspaceBenchmark}{-0.5\\baselineskip}\r\n\r\n\r\n\\maketitle\r\n\r\n%\\begin{abstract}\r\n%\\end{abstract}\r\n\r\n\r\n\\input{assets/benchmark_figures.tex}\r\n\\input{assets/benchmark_tables.tex}\r\n\\input{assets/error_consistency_lineplots.tex}\r\n\\input{assets/shape_bias.tex}\r\n\\input{assets/nonparametric_accuracy.tex}\r\n\\input{assets/consistency_vs_accuracy.tex}\r\n\\input{assets/error_consistency_matrices.tex}\r\n\r\n\r\n\r\n\\end{document}\r\n"
},
{
"path": "licenses/CODE_LICENSE",
"content": "MIT License\n\nCopyright (c) Robert Geirhos 2021\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR\nIMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,\nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE\nAUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER\nLIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,\nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE\nSOFTWARE.\n"
},
{
"path": "licenses/LICENSES_OVERVIEW.md",
"content": "# Overview over licenses\n\n## Dataset licenses\n\n### ImageNet-based datasets\n\ncolour, contrast, eidolonI, eidolonII, eidolonIII, false-colour, high-pass, low-pass, phase-scrambling, power-equalisation, rotation, uniform-noise: These datasets are based on the [generalisation-humans-DNNs repository](https://github.com/rgeirhos/generalisation-humans-DNNs/) by [Robert Geirhos](https://github.com/rgeirhos/), which itself is based on ImageNet. Therefore, please read the [ImageNet license](https://image-net.org/download.php).\n\nstylized: This dataset is based on the [texture-vs-shape repository](https://github.com/rgeirhos/texture-vs-shape) by [Robert Geirhos](https://github.com/rgeirhos/) and on ImageNet. Therefore, please read the [ImageNet license](https://image-net.org/download.php).\n\n### Texture-shape-based datasets\n\ncue-conflict, edge, silhouette: These datasets are based on the [texture-vs-shape repository](https://github.com/rgeirhos/texture-vs-shape) and licensed under a [CC-BY-4.0 license](https://creativecommons.org/licenses/by/4.0/) according to the [repository](https://github.com/rgeirhos/texture-vs-shape/blob/master/DATASET_LICENSE).\n\n### ImageNet-Sketch-based datasets\n\nsketch: This dataset is based on the [ImageNet-Sketch repository](https://github.com/HaohanWang/ImageNet-Sketch) by [Haohan Wang](https://github.com/HaohanWang), which is licensed under a [MIT license](https://spdx.org/licenses/MIT.html) according to the [repository](https://github.com/HaohanWang/ImageNet-Sketch/blob/master/LICENSE). \n\n## Code\n\n### Our code\nOur own code is licensed under a MIT license. The license can be found in ``CODE_LICENSE``.\n\n### Model licenses\nThe models from our model zoo were obtained from various sources. Licenses can be found in ``MODEL_LICENSES``.\n"
},
{
"path": "licenses/MODEL_LICENSES",
"content": "-----------------LICENSE for TensorFlow Hub models ---------------\nTensorFlow Hub models were obtained from https://github.com/tensorflow/hub \nwhich has the following license:\n\n\n Apache License\n Version 2.0, January 2004\n http://www.apache.org/licenses/\n\n TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION\n\n 1. Definitions.\n\n \"License\" shall mean the terms and conditions for use, reproduction,\n and distribution as defined by Sections 1 through 9 of this document.\n\n \"Licensor\" shall mean the copyright owner or entity authorized by\n the copyright owner that is granting the License.\n\n \"Legal Entity\" shall mean the union of the acting entity and all\n other entities that control, are controlled by, or are under common\n control with that entity. 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For\nthe avoidance of doubt, this paragraph does not form part of the\npublic licenses.\n\nCreative Commons may be contacted at creativecommons.org.\n\n\n----------------------LICENSE for vision transformer models -------------------\nViT-L and ViT-B were obtained from https://github.com/lukemelas/PyTorch-Pretrained-ViT.\nOther transformers were obtained from https://github.com/rwightman/pytorch-image-models (see below).\n\n---------------------------LICENSE for BagNet models---------------------------\nThe BagNet models were obtained from https://github.com/wielandbrendel/bag-of-local-features-models \nwhich has the following license:\n\nMIT License\n\nCopyright (c) 2019 Wieland Brendel\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, \nINCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, \nFITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. \nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM,\nDAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, \nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n\n\n---------------------------LICENSE for adversarially robust models---------------------------\nThe adversarially robust models were obtained from https://github.com/sacadena/ptrnets \nwho adapted https://github.com/microsoft/robust-models-transfer which has the following license:\n\n MIT License\n\n Copyright (c) Microsoft Corporation.\n\n Permission is hereby granted, free of charge, to any person obtaining a copy\n of this software and associated documentation files (the \"Software\"), to deal\n in the Software without restriction, including without limitation the rights\n to use, copy, modify, merge, publish, distribute, sublicense, and/or sell\n copies of the Software, and to permit persons to whom the Software is\n furnished to do so, subject to the following conditions:\n\n The above copyright notice and this permission notice shall be included in all\n copies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, \nINCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. \n\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, \nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, \nOUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n\n\n---------------------------LICENSE for ‘ShapeNet’ models---------------------------\n The ‘ShapeNet’ models were obtained from https://github.com/rgeirhos/texture-vs-shape.\n\n---------------------------LICENSE for SimCLR models---------------------------\nSupervised baseline models trained with SimCLR augmentations were kindly provided by Katherine L. Hermann.\n\nThe SimCLR models were obtained from https://github.com/sacadena/ptrnets \nwho adapted https://github.com/tonylins/simclr-converter.git which has the following license:\n\n Apache License\n Version 2.0, January 2004\n http://www.apache.org/licenses/\n\n TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION\n\n 1. Definitions.\n\n \"License\" shall mean the terms and conditions for use, reproduction,\n and distribution as defined by Sections 1 through 9 of this document.\n\n \"Licensor\" shall mean the copyright owner or entity authorized by\n the copyright owner that is granting the License.\n\n \"Legal Entity\" shall mean the union of the acting entity and all\n other entities that control, are controlled by, or are under common\n control with that entity. For the purposes of this definition,\n \"control\" means (i) the power, direct or indirect, to cause the\n direction or management of such entity, whether by contract or\n otherwise, or (ii) ownership of fifty percent (50%) or more of the\n outstanding shares, or (iii) beneficial ownership of such entity.\n\n \"You\" (or \"Your\") shall mean an individual or Legal Entity\n exercising permissions granted by this License.\n\n \"Source\" form shall mean the preferred form for making modifications,\n including but not limited to software source code, documentation\n source, and configuration files.\n\n \"Object\" form shall mean any form resulting from mechanical\n transformation or translation of a Source form, including but\n not limited to compiled object code, generated documentation,\n and conversions to other media types.\n\n \"Work\" shall mean the work of authorship, whether in Source or\n Object form, made available under the License, as indicated by a\n copyright notice that is included in or attached to the work\n (an example is provided in the Appendix below).\n\n \"Derivative Works\" shall mean any work, whether in Source or Object\n form, that is based on (or derived from) the Work and for which the\n editorial revisions, annotations, elaborations, or other modifications\n represent, as a whole, an original work of authorship. For the purposes\n of this License, Derivative Works shall not include works that remain\n separable from, or merely link (or bind by name) to the interfaces of,\n the Work and Derivative Works thereof.\n\n \"Contribution\" shall mean any work of authorship, including\n the original version of the Work and any modifications or additions\n to that Work or Derivative Works thereof, that is intentionally\n submitted to Licensor for inclusion in the Work by the copyright owner\n or by an individual or Legal Entity authorized to submit on behalf of\n the copyright owner. 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You may reproduce and distribute copies of the\n Work or Derivative Works thereof in any medium, with or without\n modifications, and in Source or Object form, provided that You\n meet the following conditions:\n\n (a) You must give any other recipients of the Work or\n Derivative Works a copy of this License; and\n\n (b) You must cause any modified files to carry prominent notices\n stating that You changed the files; and\n\n (c) You must retain, in the Source form of any Derivative Works\n that You distribute, all copyright, patent, trademark, and\n attribution notices from the Source form of the Work,\n excluding those notices that do not pertain to any part of\n the Derivative Works; and\n\n (d) If the Work includes a \"NOTICE\" text file as part of its\n distribution, then any Derivative Works that You distribute must\n include a readable copy of the attribution notices contained\n within such NOTICE file, excluding those notices that do not\n pertain to any part of the Derivative Works, in at least one\n of the following places: within a NOTICE text file distributed\n as part of the Derivative Works; within the Source form or\n documentation, if provided along with the Derivative Works; or,\n within a display generated by the Derivative Works, if and\n wherever such third-party notices normally appear. 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In no event and under no legal theory,\n whether in tort (including negligence), contract, or otherwise,\n unless required by applicable law (such as deliberate and grossly\n negligent acts) or agreed to in writing, shall any Contributor be\n liable to You for damages, including any direct, indirect, special,\n incidental, or consequential damages of any character arising as a\n result of this License or out of the use or inability to use the\n Work (including but not limited to damages for loss of goodwill,\n work stoppage, computer failure or malfunction, or any and all\n other commercial damages or losses), even if such Contributor\n has been advised of the possibility of such damages.\n\n 9. Accepting Warranty or Additional Liability. While redistributing\n the Work or Derivative Works thereof, You may choose to offer,\n and charge a fee for, acceptance of support, warranty, indemnity,\n or other liability obligations and/or rights consistent with this\n License. However, in accepting such obligations, You may act only\n on Your own behalf and on Your sole responsibility, not on behalf\n of any other Contributor, and only if You agree to indemnify,\n defend, and hold each Contributor harmless for any liability\n incurred by, or claims asserted against, such Contributor by reason\n of your accepting any such warranty or additional liability.\n\n END OF TERMS AND CONDITIONS\n\n APPENDIX: How to apply the Apache License to your work.\n\n To apply the Apache License to your work, attach the following\n boilerplate notice, with the fields enclosed by brackets \"[]\"\n replaced with your own identifying information. (Don't include\n the brackets!) The text should be enclosed in the appropriate\n comment syntax for the file format. We also recommend that a\n file or class name and description of purpose be included on the\n same \"printed page\" as the copyright notice for easier\n identification within third-party archives.\n\n Copyright [2020] [Ji Lin]\n\n Licensed under the Apache License, Version 2.0 (the \"License\");\n you may not use this file except in compliance with the License.\n You may obtain a copy of the License at\n\n http://www.apache.org/licenses/LICENSE-2.0\n\n Unless required by applicable law or agreed to in writing, software\n distributed under the License is distributed on an \"AS IS\" BASIS,\n WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n See the License for the specific language governing permissions and\n limitations under the License.\n\n\n\n--------------------------LICENSE for PyContrast models --------------------------------\n\nThe PyContrast models were obtained from https://github.com/HobbitLong/PyContrast\n which has the following license:\n\nCopyright (c) 2020, Yonglong Tian\nAll rights reserved.\n\nRedistribution and use in source and binary forms, with or without\nmodification, are permitted provided that the following conditions are met:\n\n* Redistributions of source code must retain the above copyright notice, this\n list of conditions and the following disclaimer.\n\n* Redistributions in binary form must reproduce the above copyright notice,\n this list of conditions and the following disclaimer in the documentation\n and/or other materials provided with the distribution.\n\nTHIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS \"AS IS\"\nAND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE\nIMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE\nDISCLAIMED. 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Definitions.\n\n \"License\" shall mean the terms and conditions for use, reproduction,\n and distribution as defined by Sections 1 through 9 of this document.\n\n \"Licensor\" shall mean the copyright owner or entity authorized by\n the copyright owner that is granting the License.\n\n \"Legal Entity\" shall mean the union of the acting entity and all\n other entities that control, are controlled by, or are under common\n control with that entity. For the purposes of this definition,\n \"control\" means (i) the power, direct or indirect, to cause the\n direction or management of such entity, whether by contract or\n otherwise, or (ii) ownership of fifty percent (50%) or more of the\n outstanding shares, or (iii) beneficial ownership of such entity.\n\n \"You\" (or \"Your\") shall mean an individual or Legal Entity\n exercising permissions granted by this License.\n\n \"Source\" form shall mean the preferred form for making modifications,\n including but not limited to software source code, documentation\n source, and configuration files.\n\n \"Object\" form shall mean any form resulting from mechanical\n transformation or translation of a Source form, including but\n not limited to compiled object code, generated documentation,\n and conversions to other media types.\n\n \"Work\" shall mean the work of authorship, whether in Source or\n Object form, made available under the License, as indicated by a\n copyright notice that is included in or attached to the work\n (an example is provided in the Appendix below).\n\n \"Derivative Works\" shall mean any work, whether in Source or Object\n form, that is based on (or derived from) the Work and for which the\n editorial revisions, annotations, elaborations, or other modifications\n represent, as a whole, an original work of authorship. For the purposes\n of this License, Derivative Works shall not include works that remain\n separable from, or merely link (or bind by name) to the interfaces of,\n the Work and Derivative Works thereof.\n\n \"Contribution\" shall mean any work of authorship, including\n the original version of the Work and any modifications or additions\n to that Work or Derivative Works thereof, that is intentionally\n submitted to Licensor for inclusion in the Work by the copyright owner\n or by an individual or Legal Entity authorized to submit on behalf of\n the copyright owner. For the purposes of this definition, \"submitted\"\n means any form of electronic, verbal, or written communication sent\n to the Licensor or its representatives, including but not limited to\n communication on electronic mailing lists, source code control systems,\n and issue tracking systems that are managed by, or on behalf of, the\n Licensor for the purpose of discussing and improving the Work, but\n excluding communication that is conspicuously marked or otherwise\n designated in writing by the copyright owner as \"Not a Contribution.\"\n\n \"Contributor\" shall mean Licensor and any individual or Legal Entity\n on behalf of whom a Contribution has been received by Licensor and\n subsequently incorporated within the Work.\n\n 2. Grant of Copyright License. Subject to the terms and conditions of\n this License, each Contributor hereby grants to You a perpetual,\n worldwide, non-exclusive, no-charge, royalty-free, irrevocable\n copyright license to reproduce, prepare Derivative Works of,\n publicly display, publicly perform, sublicense, and distribute the\n Work and such Derivative Works in Source or Object form.\n\n 3. Grant of Patent License. Subject to the terms and conditions of\n this License, each Contributor hereby grants to You a perpetual,\n worldwide, non-exclusive, no-charge, royalty-free, irrevocable\n (except as stated in this section) patent license to make, have made,\n use, offer to sell, sell, import, and otherwise transfer the Work,\n where such license applies only to those patent claims licensable\n by such Contributor that are necessarily infringed by their\n Contribution(s) alone or by combination of their Contribution(s)\n with the Work to which such Contribution(s) was submitted. If You\n institute patent litigation against any entity (including a\n cross-claim or counterclaim in a lawsuit) alleging that the Work\n or a Contribution incorporated within the Work constitutes direct\n or contributory patent infringement, then any patent licenses\n granted to You under this License for that Work shall terminate\n as of the date such litigation is filed.\n\n 4. Redistribution. You may reproduce and distribute copies of the\n Work or Derivative Works thereof in any medium, with or without\n modifications, and in Source or Object form, provided that You\n meet the following conditions:\n\n (a) You must give any other recipients of the Work or\n Derivative Works a copy of this License; and\n\n (b) You must cause any modified files to carry prominent notices\n stating that You changed the files; and\n\n (c) You must retain, in the Source form of any Derivative Works\n that You distribute, all copyright, patent, trademark, and\n attribution notices from the Source form of the Work,\n excluding those notices that do not pertain to any part of\n the Derivative Works; and\n\n (d) If the Work includes a \"NOTICE\" text file as part of its\n distribution, then any Derivative Works that You distribute must\n include a readable copy of the attribution notices contained\n within such NOTICE file, excluding those notices that do not\n pertain to any part of the Derivative Works, in at least one\n of the following places: within a NOTICE text file distributed\n as part of the Derivative Works; within the Source form or\n documentation, if provided along with the Derivative Works; or,\n within a display generated by the Derivative Works, if and\n wherever such third-party notices normally appear. The contents\n of the NOTICE file are for informational purposes only and\n do not modify the License. You may add Your own attribution\n notices within Derivative Works that You distribute, alongside\n or as an addendum to the NOTICE text from the Work, provided\n that such additional attribution notices cannot be construed\n as modifying the License.\n\n You may add Your own copyright statement to Your modifications and\n may provide additional or different license terms and conditions\n for use, reproduction, or distribution of Your modifications, or\n for any such Derivative Works as a whole, provided Your use,\n reproduction, and distribution of the Work otherwise complies with\n the conditions stated in this License.\n\n 5. Submission of Contributions. Unless You explicitly state otherwise,\n any Contribution intentionally submitted for inclusion in the Work\n by You to the Licensor shall be under the terms and conditions of\n this License, without any additional terms or conditions.\n Notwithstanding the above, nothing herein shall supersede or modify\n the terms of any separate license agreement you may have executed\n with Licensor regarding such Contributions.\n\n 6. Trademarks. This License does not grant permission to use the trade\n names, trademarks, service marks, or product names of the Licensor,\n except as required for reasonable and customary use in describing the\n origin of the Work and reproducing the content of the NOTICE file.\n\n 7. Disclaimer of Warranty. Unless required by applicable law or\n agreed to in writing, Licensor provides the Work (and each\n Contributor provides its Contributions) on an \"AS IS\" BASIS,\n WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or\n implied, including, without limitation, any warranties or conditions\n of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A\n PARTICULAR PURPOSE. You are solely responsible for determining the\n appropriateness of using or redistributing the Work and assume any\n risks associated with Your exercise of permissions under this License.\n\n 8. Limitation of Liability. In no event and under no legal theory,\n whether in tort (including negligence), contract, or otherwise,\n unless required by applicable law (such as deliberate and grossly\n negligent acts) or agreed to in writing, shall any Contributor be\n liable to You for damages, including any direct, indirect, special,\n incidental, or consequential damages of any character arising as a\n result of this License or out of the use or inability to use the\n Work (including but not limited to damages for loss of goodwill,\n work stoppage, computer failure or malfunction, or any and all\n other commercial damages or losses), even if such Contributor\n has been advised of the possibility of such damages.\n\n 9. Accepting Warranty or Additional Liability. While redistributing\n the Work or Derivative Works thereof, You may choose to offer,\n and charge a fee for, acceptance of support, warranty, indemnity,\n or other liability obligations and/or rights consistent with this\n License. However, in accepting such obligations, You may act only\n on Your own behalf and on Your sole responsibility, not on behalf\n of any other Contributor, and only if You agree to indemnify,\n defend, and hold each Contributor harmless for any liability\n incurred by, or claims asserted against, such Contributor by reason\n of your accepting any such warranty or additional liability.\n\n END OF TERMS AND CONDITIONS\n\n APPENDIX: How to apply the Apache License to your work.\n\n To apply the Apache License to your work, attach the following\n boilerplate notice, with the fields enclosed by brackets \"{}\"\n replaced with your own identifying information. (Don't include\n the brackets!) The text should be enclosed in the appropriate\n comment syntax for the file format. We also recommend that a\n file or class name and description of purpose be included on the\n same \"printed page\" as the copyright notice for easier\n identification within third-party archives.\n\n Copyright 2019 Ross Wightman\n\n Licensed under the Apache License, Version 2.0 (the \"License\");\n you may not use this file except in compliance with the License.\n You may obtain a copy of the License at\n\n http://www.apache.org/licenses/LICENSE-2.0\n\n Unless required by applicable law or agreed to in writing, software\n distributed under the License is distributed on an \"AS IS\" BASIS,\n WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n See the License for the specific language governing permissions and\n limitations under the License.\n\n\n\n--------------------------------LICENSE for CLIP model -----------------------------------\n\nThe CLIP model was obtained from https://github.com/openai/CLIP, which has the following license:\n\nMIT License\n\nCopyright (c) 2021 OpenAI\n\nPermission is hereby granted, free of charge, to any person obtaining a copy\nof this software and associated documentation files (the \"Software\"), to deal\nin the Software without restriction, including without limitation the rights\nto use, copy, modify, merge, publish, distribute, sublicense, and/or sell\ncopies of the Software, and to permit persons to whom the Software is\nfurnished to do so, subject to the following conditions:\n\nThe above copyright notice and this permission notice shall be included in all\ncopies or substantial portions of the Software.\n\nTHE SOFTWARE IS PROVIDED \"AS IS\", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, \nINCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT.\n\nIN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, \nWHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH\nTHE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.\n"
},
{
"path": "modelvshuman/__init__.py",
"content": "from . import cli\nfrom . import datasets\nfrom . import evaluation\nfrom . import models\nfrom . import plotting\nfrom .model_evaluator import ModelEvaluator\nfrom .plotting.plot import plot\nfrom .version import __version__, VERSION\n\nEvaluate = ModelEvaluator\nPlot = plot\n"
},
{
"path": "modelvshuman/cli.py",
"content": "#!/usr/bin/env python3\n\nimport logging\n\nimport click\n\nfrom .datasets import list_datasets\nfrom .models import list_models\n\nlogger = logging.getLogger(__name__)\n\nsupported_models = list_models(\"tensorflow\") + list_models(\"pytorch\")\nsupported_datasets = list_datasets()\n\nprint(\"\")\n\n\n@click.command()\n@click.option(\"--models\", \"-m\",\n type=click.Choice(supported_models, case_sensitive=True),\n multiple=True,\n required=True)\n@click.option(\"--datasets\", \"-d\",\n type=click.Choice(supported_datasets,\n case_sensitive=True),\n multiple=True,\n required=True)\n@click.option(\"--test-run\", \"-t\",\n is_flag=True,\n help=\"If the test-run flag is set, results will not be saved to csv\")\n@click.option(\"--num-workers\", \"-w\",\n type=int,\n default=30,\n help=\"Number of cpu workers for data loading\")\n@click.option(\"--batch-size\", \"-b\",\n type=int,\n default=16,\n help=\"Batch size during evaluation\")\n@click.option(\"--print-predictions\", \"-p\",\n type=bool,\n default=True,\n help=\"Print predictions\")\ndef main(models, datasets, *args, **kwargs):\n \"\"\"\n Entry point to the toolkit\n Returns:\n\n \"\"\"\n \n from .model_evaluator import ModelEvaluator\n \n if \"all\" in models:\n models = supported_models\n if \"all\" in datasets:\n datasets = supported_datasets\n\n evaluate = ModelEvaluator()\n evaluate(models, datasets, *args, **kwargs)\n"
},
{
"path": "modelvshuman/constants.py",
"content": "#!/usr/bin/env python\n\nimport os\nfrom os.path import join as pjoin\n\n##################################################################\n# DIRECTORIES\n##################################################################\n\nPROJ_DIR = str(os.environ.get(\"MODELVSHUMANDIR\", \"model-vs-human\"))\nassert (PROJ_DIR != \"None\"), \"Please set the 'MODELVSHUMANDIR' environment variable as described in the README\"\nCODE_DIR = pjoin(PROJ_DIR, \"modelvshuman\")\nDATASET_DIR = pjoin(PROJ_DIR, \"datasets\")\nFIGURE_DIR = pjoin(PROJ_DIR, \"figures\")\nRAW_DATA_DIR = pjoin(PROJ_DIR, \"raw-data\")\nPERFORMANCES_DIR = pjoin(RAW_DATA_DIR, \"performances\")\nREPORT_DIR = pjoin(PROJ_DIR, \"latex-report/\")\nASSETS_DIR = pjoin(PROJ_DIR, \"assets/\")\nICONS_DIR = pjoin(ASSETS_DIR, \"icons/\")\n\n##################################################################\n# CONSTANTS\n##################################################################\n\nIMG_SIZE = 224 # size of input images for most models\n\n##################################################################\n# DATASETS\n##################################################################\n\nNOISE_GENERALISATION_DATASETS = [\"colour\",\n \"contrast\",\n \"high-pass\",\n \"low-pass\",\n \"phase-scrambling\",\n \"power-equalisation\",\n \"false-colour\",\n \"rotation\",\n \"eidolonI\",\n \"eidolonII\",\n \"eidolonIII\",\n \"uniform-noise\"]\n\nTEXTURE_SHAPE_DATASETS = [\"original\", \"greyscale\",\n \"texture\", \"edge\", \"silhouette\",\n \"cue-conflict\"]\n\nDEFAULT_DATASETS = [\"edge\", \"silhouette\", \"cue-conflict\"] + \\\n NOISE_GENERALISATION_DATASETS + [\"sketch\", \"stylized\"]\n##################################################################\n# PLOT TYPES\n##################################################################\n\nPLOT_TYPE_TO_DATASET_MAPPING = {\n # default plot types:\n \"shape-bias\": [\"cue-conflict\"],\n \"accuracy\": NOISE_GENERALISATION_DATASETS,\n \"nonparametric-benchmark-barplot\": [\"edge\", \"silhouette\", \"sketch\", \"stylized\"],\n \"benchmark-barplot\": DEFAULT_DATASETS,\n \"scatterplot\": DEFAULT_DATASETS,\n \"error-consistency-lineplot\": NOISE_GENERALISATION_DATASETS,\n \"error-consistency\": [\"cue-conflict\", \"edge\", \"silhouette\", \"sketch\", \"stylized\"],\n # 'unusual' plot types:\n \"entropy\": NOISE_GENERALISATION_DATASETS,\n \"confusion-matrix\": DEFAULT_DATASETS,\n }\n\nDEFAULT_PLOT_TYPES = list(PLOT_TYPE_TO_DATASET_MAPPING.keys())\nDEFAULT_PLOT_TYPES.remove(\"entropy\")\nDEFAULT_PLOT_TYPES.remove(\"confusion-matrix\")\n\n##################################################################\n# MODELS\n##################################################################\n\nTORCHVISION_MODELS = [\"alexnet\",\n \"vgg11_bn\",\n \"vgg13_bn\",\n \"vgg16_bn\",\n \"vgg19_bn\",\n \"squeezenet1_0\",\n \"squeezenet1_1\",\n \"densenet121\",\n \"densenet169\",\n \"densenet201\",\n \"inception_v3\",\n \"resnet18\",\n \"resnet34\",\n \"resnet50\",\n \"resnet101\",\n \"resnet152\",\n \"shufflenet_v2_x0_5\",\n \"mobilenet_v2\",\n \"resnext50_32x4d\",\n \"resnext101_32x8d\",\n \"wide_resnet50_2\",\n \"wide_resnet101_2\",\n \"mnasnet0_5\",\n \"mnasnet1_0\"]\n\nBAGNET_MODELS = [\"bagnet9\", \"bagnet17\", \"bagnet33\"]\n\nSHAPENET_MODELS = [\"resnet50_trained_on_SIN\",\n \"resnet50_trained_on_SIN_and_IN\",\n \"resnet50_trained_on_SIN_and_IN_then_finetuned_on_IN\"]\n\nSIMCLR_MODELS = [\"simclr_resnet50x1\", \"simclr_resnet50x2\", \"simclr_resnet50x4\"]\n\nPYCONTRAST_MODELS = [\"InsDis\", \"MoCo\", \"PIRL\", \"MoCoV2\", \"InfoMin\"]\n\nSELFSUPERVISED_MODELS = SIMCLR_MODELS + PYCONTRAST_MODELS\n\nEFFICIENTNET_MODELS = [\"efficientnet_b0\", \"noisy_student\"]\n\nADV_ROBUST_MODELS = [\"resnet50_l2_eps0\", \"resnet50_l2_eps0_5\",\n \"resnet50_l2_eps1\", \"resnet50_l2_eps3\",\n \"resnet50_l2_eps5\"]\n\nVISION_TRANSFORMER_MODELS = [\"vit_small_patch16_224\", \"vit_base_patch16_224\",\n \"vit_large_patch16_224\"]\n\nBIT_M_MODELS = [\"BiTM_resnetv2_50x1\", \"BiTM_resnetv2_50x3\", \"BiTM_resnetv2_101x1\",\n \"BiTM_resnetv2_101x3\", \"BiTM_resnetv2_152x2\", \"BiTM_resnetv2_152x4\"]\n\nSWAG_MODELS = [\"swag_regnety_16gf_in1k\", \"swag_regnety_32gf_in1k\", \"swag_regnety_128gf_in1k\",\n \"swag_vit_b16_in1k\", \"swag_vit_l16_in1k\", \"swag_vit_h14_in1k\"]\n"
},
{
"path": "modelvshuman/datasets/__init__.py",
"content": "from .imagenet import imagenet_validation\nfrom .sketch import sketch\nfrom .stylized import stylized\nfrom .texture_shape import *\nfrom .noise_generalisation import *\n\nfrom .dataset_converters import ToTensorflow\n\nfrom .create_dataset import create_dataset\nfrom .create_dataset import create_experiment\n\nfrom .registry import list_datasets\n"
},
{
"path": "modelvshuman/datasets/base.py",
"content": "#!/usr/bin/env python3\n\nimport os\nfrom os.path import join as pjoin\n\n\nclass Dataset(object):\n \"\"\"Base Dataset class\n\n Attributes:\n name (str): name of the dataset\n params (object): Dataclass object contains following attributes path, image_size, metric, decision_mapping,\n experiments and container_session\n loader (pytorch loader): Data loader\n args (dict): Other arguments\n\n \"\"\"\n\n def __init__(self,\n name,\n params,\n loader,\n *args,\n **kwargs):\n\n self.name = name\n self.image_size = params.image_size\n self.decision_mapping = params.decision_mapping\n self.info_mapping = params.info_mapping\n self.experiments = params.experiments\n self.metrics = params.metrics\n self.contains_sessions = params.contains_sessions\n self.args = args\n self.kwargs = kwargs\n\n resize = False if params.image_size == 224 else True\n\n if self.contains_sessions:\n self.path = pjoin(params.path, \"dnn/\")\n else:\n self.path = params.path\n assert os.path.exists(self.path), f\"dataset {self.name} path not found: \" + self.path\n\n if self.contains_sessions:\n assert all(f.startswith(\"session-\") for f in os.listdir(self.path))\n else:\n assert not any(f.startswith(\"session-\") for f in os.listdir(self.path))\n\n if self.experiments:\n for e in self.experiments:\n e.name = self.name\n\n self._loader = None # this will be lazy-loaded the first time self.loader (the dataloader instance) is called\n self._loader_callback = lambda: loader()(self.path, resize=resize,\n batch_size=self.kwargs[\"batch_size\"],\n num_workers=self.kwargs[\"num_workers\"],\n info_mapping=self.info_mapping)\n\n @property\n def loader(self):\n if self._loader is None:\n self._loader = self._loader_callback()\n return self._loader\n\n @loader.setter\n def loader(self, new_loader):\n self._loader = new_loader\n"
},
{
"path": "modelvshuman/datasets/create_dataset.py",
"content": "#!/usr/bin/env python3\n\n\"\"\"\nCreate dataset and experiments.\nA dataset is a directory with subdirectories, one subdir per class.\nAn experiment is a directory subdirectories, one subdir per participant.\n\"\"\"\n\nimport os\nfrom os.path import join as pjoin\nfrom os import listdir as ld\nimport numpy as np\nimport shutil\nimport sys\nfrom PIL import Image\nimport numpy as np\nimport math\nfrom torchvision import transforms\n\nfrom ..helper import human_categories as hc\nfrom .. import constants as consts\n\n\ndef resize_crop_image(input_file,\n resize_size,\n crop_size):\n \"\"\"Replace input_file with resized and cropped version (png).\"\"\"\n\n img = Image.open(input_file)\n t = transforms.Compose([transforms.Resize(resize_size),\n transforms.CenterCrop(crop_size)])\n new_img = t(img)\n os.remove(input_file)\n new_img.save(input_file.replace(\".JPEG\", \".png\"), 'png')\n\n\ndef create_dataset(original_dataset_path,\n target_dataset_path,\n rng,\n min_num_imgs_per_class,\n max_num_imgs_per_class,\n target_resize_size,\n target_crop_size):\n \"Create a balanced dataset from a larger (potentially unbalanced) dataset.\"\"\"\n\n categories = hc.HumanCategories()\n\n class_count_dict = dict()\n image_path_dict = dict()\n \n for human_category in sorted(hc.get_human_object_recognition_categories()):\n class_count_dict[human_category] = 0\n image_path_dict[human_category] = list()\n \n for c in sorted(os.listdir(original_dataset_path)):\n human_category = categories.get_human_category_from_WNID(c)\n if human_category is not None:\n class_count_dict[human_category] += len(os.listdir(pjoin(original_dataset_path,\n c)))\n for image_name in sorted(os.listdir(pjoin(original_dataset_path, c))):\n image_path_dict[human_category].append(pjoin(original_dataset_path,\n c, image_name))\n\n count = 0\n maximum = 0\n minimum = np.Inf\n for c in sorted(os.listdir(original_dataset_path)):\n num = len(os.listdir(pjoin(original_dataset_path, c)))\n count += num\n if num > maximum:\n maximum = num\n if num < minimum:\n minimum = num\n\n min_16_classes = np.Inf\n for k, v in class_count_dict.items():\n if v < min_16_classes:\n min_16_classes = v\n\n print(\"Total image count: \"+str(count))\n print(\"Max #images per class: \"+str(maximum))\n print(\"Min #images per class: \"+str(minimum))\n print(\"Min #images within 16 classes: \"+str(min_16_classes))\n print(class_count_dict)\n\n assert min_16_classes >= min_num_imgs_per_class, \"not enough images\"\n num_imgs_per_target_class = max_num_imgs_per_class\n if min_16_classes < num_imgs_per_target_class:\n num_imgs_per_target_class = min_16_classes\n\n if not os.path.exists(target_dataset_path):\n print(\"Creating directory \"+target_dataset_path)\n os.makedirs(target_dataset_path) \n else:\n raise OSError(\"target dataset already exists: \"+target_dataset_path)\n\n for human_category in sorted(hc.get_human_object_recognition_categories()):\n print(\"Creating category \"+human_category)\n category_dir = pjoin(target_dataset_path, human_category)\n if not os.path.exists(category_dir):\n os.makedirs(category_dir)\n\n num_images = class_count_dict[human_category]\n assert num_images >= min_16_classes, \"not enough images found\"\n\n choice = rng.choice(num_images, num_imgs_per_target_class, replace=False)\n\n assert len(choice) <= len(image_path_dict[human_category])\n assert len(choice) == num_imgs_per_target_class\n\n for image_index in choice:\n image_index_str = str(image_index+1)\n while len(image_index_str) < 4:\n image_index_str = \"0\"+image_index_str\n\n image_path = image_path_dict[human_category][image_index]\n target_image_path = pjoin(target_dataset_path, human_category,\n human_category+\"-\"+image_index_str+\"-\"+image_path.split(\"/\")[-1].replace(\"_\", \"-\"))\n shutil.copyfile(image_path, target_image_path)\n resize_crop_image(target_image_path, target_resize_size,\n target_crop_size)\n \n\ndef create_experiment(expt_name,\n expt_abbreviation,\n expt_source_dir,\n expt_target_dir,\n only_dnn=True,\n num_subjects=1,\n rng=None):\n \"\"\"Create human / CNN experiment.\n\n parameters:\n - only_dnn: boolean indicating whether this is a DNN experiment\n or not (if not, a human experiment will be created.)\n \"\"\"\n\n if not only_dnn:\n assert rng is not None, \"Please specify random number generator (rng)!\"\n\n assert(\"_\" not in expt_name), \"no '_' in experiment name!\"\n assert(os.path.exists(expt_source_dir)), \"directory \"+expt_source_dir+\" does not exist.\"\n\n for i in range(0, num_subjects+1):\n\n if i==0:\n subject_abbreviation = \"dnn\"\n subject_name=\"dnn\"\n else:\n subject_abbreviation = \"s\"+get_leading_zeros(i, 2)\n subject_name = \"subject-\"+get_leading_zeros(i, 2)\n print(\"Creating experiment for subject: '\"+subject_name+\"'\")\n\n target_dir = pjoin(expt_target_dir, expt_name,\n subject_name, \"session-1\")\n\n if os.path.exists(target_dir):\n print(\"Error: target directory \"+target_dir+\" does already exist.\")\n sys.exit(1)\n else:\n os.makedirs(target_dir)\n\n img_list = []\n for c in sorted(hc.get_human_object_recognition_categories()):\n for x in sorted(ld(pjoin(expt_source_dir, c))):\n input_file = pjoin(expt_source_dir, c, x)\n img_list.append(input_file)\n \n order = np.arange(len(img_list))\n if i != 0:\n rng.shuffle(order)\n\n for i, img_index in enumerate(order):\n\n input_file = img_list[img_index]\n imgname = input_file.split(\"/\")[-1]\n correct_category = input_file.split(\"/\")[-2]\n condition = \"0\"\n target_image_path = pjoin(target_dir,\n (get_leading_zeros(i+1)+\"_\"+\n expt_abbreviation+\"_\"+\n subject_abbreviation+\"_\"+\n condition+\"_\"+\n correct_category+\"_\"+\n \"00_\"+\n imgname))\n\n shutil.copyfile(input_file, target_image_path)\n\n\ndef get_leading_zeros(num, length=4):\n return (\"0\"*length+str(num))[-length:]\n"
},
{
"path": "modelvshuman/datasets/dataloaders.py",
"content": "import torch\nfrom torchvision import transforms\nimport torchvision.datasets as datasets\nfrom . import info_mappings\n\n\nclass ImageFolderWithPaths(datasets.ImageFolder):\n \"\"\"Custom dataset that includes image file paths. Extends\n torchvision.datasets.ImageFolder\n\n Adapted from:\n https://gist.github.com/andrewjong/6b02ff237533b3b2c554701fb53d5c4d\n \"\"\"\n\n def __init__(self, *args, **kwargs):\n\n if \"info_mapping\" in kwargs.keys():\n self.info_mapping = kwargs[\"info_mapping\"]\n del kwargs[\"info_mapping\"]\n else:\n self.info_mapping = info_mappings.ImageNetInfoMapping()\n\n super(ImageFolderWithPaths, self).__init__(*args, **kwargs)\n\n\n def __getitem__(self, index):\n \"\"\"override the __getitem__ method. This is the method that dataloader calls.\"\"\"\n # this is what ImageFolder normally returns\n (sample, target) = super(ImageFolderWithPaths, self).__getitem__(index)\n\n # the image file path\n path = self.imgs[index][0]\n _, _, _, new_target = self.info_mapping(path)\n original_tuple = (sample, new_target)\n\n # make a new tuple that includes original and the path\n tuple_with_path = (original_tuple + (path,))\n return tuple_with_path\n\n\nclass PytorchLoader(object):\n \"\"\"Pytorch Data loader\"\"\"\n\n def __call__(self, path, resize, batch_size, num_workers,\n info_mapping=None):\n \"\"\"\n Data loader for pytorch models\n :param path:\n :param resize:\n :param batch_size:\n :param num_workers:\n :return:\n \"\"\"\n normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406],\n std=[0.229, 0.224, 0.225])\n\n if resize:\n transformations = transforms.Compose([\n transforms.Resize(256),\n transforms.CenterCrop(224),\n transforms.ToTensor(),\n normalize,\n ])\n else:\n transformations = transforms.Compose([\n transforms.ToTensor(),\n normalize,\n ])\n\n loader = torch.utils.data.DataLoader(\n ImageFolderWithPaths(path, transformations,\n info_mapping=info_mapping),\n batch_size=batch_size, shuffle=False,\n num_workers=num_workers, pin_memory=True)\n\n return loader\n"
},
{
"path": "modelvshuman/datasets/dataset_converters.py",
"content": "import tensorflow as tf\nimport torch\nimport numpy as np\n\n\nclass ToTensorflow(object):\n \"\"\"This will actually convert the Pytorch Data loader into Tensorflow DataLoader\"\"\"\n\n def __init__(self, pytorch_loader):\n self.pytorch_loader = pytorch_loader\n self.mean = np.array([0.485, 0.456, 0.406])\n self.std = np.array([0.229, 0.224, 0.225])\n\n def convert(self, x):\n if isinstance(x, torch.Tensor):\n return x.numpy()\n return x\n\n def __iter__(self):\n for images, *other in self.pytorch_loader:\n images = images.numpy().transpose([0, 2, 3, 1]) # tensorflow uses channel-last format\n images *= self.std\n images += self.mean\n images = tf.convert_to_tensor(images)\n other = (self.convert(x) for x in other) # convert target to numpy\n yield (images, *other)\n"
},
{
"path": "modelvshuman/datasets/decision_mappings.py",
"content": "#!/usr/bin/env python\n\nimport numpy as np\nfrom abc import ABC, abstractmethod\n\nfrom ..helper import human_categories as hc\nfrom ..helper import wordnet_functions as wnf\n\n\nclass DecisionMapping(ABC):\n def check_input(self, probabilities):\n assert type(probabilities) is np.ndarray\n assert (probabilities >= 0.0).all() and (probabilities <= 1.0).all()\n\n @abstractmethod\n def __call__(self, probabilities):\n pass\n\n\nclass ImageNetProbabilitiesTo1000ClassesMapping(DecisionMapping):\n \"\"\"Return the WNIDs sorted by probabilities.\"\"\"\n def __init__(self):\n self.categories = wnf.get_ilsvrc2012_WNIDs()\n\n def __call__(self, probabilities):\n self.check_input(probabilities)\n sorted_indices = np.flip(np.argsort(probabilities), axis=-1)\n return np.take(self.categories, sorted_indices, axis=-1)\n\nclass ImageNetProbabilitiesTo16ClassesMapping(DecisionMapping):\n \"\"\"Return the 16 class categories sorted by probabilities\"\"\"\n\n def __init__(self, aggregation_function=None):\n if aggregation_function is None:\n aggregation_function = np.mean\n self.aggregation_function = aggregation_function\n self.categories = hc.get_human_object_recognition_categories()\n\n def __call__(self, probabilities):\n self.check_input(probabilities)\n\n aggregated_class_probabilities = []\n c = hc.HumanCategories()\n\n for category in self.categories:\n indices = c.get_imagenet_indices_for_category(category)\n values = np.take(probabilities, indices, axis=-1)\n aggregated_value = self.aggregation_function(values, axis=-1)\n aggregated_class_probabilities.append(aggregated_value)\n aggregated_class_probabilities = np.transpose(aggregated_class_probabilities)\n sorted_indices = np.flip(np.argsort(aggregated_class_probabilities, axis=-1), axis=-1)\n return np.take(self.categories, sorted_indices, axis=-1)\n"
},
{
"path": "modelvshuman/datasets/experiments.py",
"content": "from dataclasses import dataclass, field\nfrom typing import List\n\n\n@dataclass\nclass Experiment:\n \"\"\"\n Experiment parameters\n \"\"\"\n plotting_conditions: List = field(default_factory=list)\n xlabel: str = 'Condition'\n data_conditions: List = field(default_factory=list)\n\n def __post_init__(self):\n assert len(self.plotting_conditions) == len(self.data_conditions), \\\n \"Length of plotting conditions \" + str(self.plotting_conditions) + \\\n \" and data conditions \" + str(self.data_conditions) + \" must be same\"\n\n\ncolour_experiment = Experiment(data_conditions=[\"cr\", \"bw\"],\n plotting_conditions=[\"colour\", \"greyscale\"],\n xlabel=\"Colour\")\n\ncontrast_experiment = Experiment(data_conditions=[\"c100\", \"c50\", \"c30\", \"c15\", \"c10\", \"c05\", \"c03\", \"c01\"],\n plotting_conditions=[\"100\", \"50\", \"30\", \"15\", \"10\", \"5\", \"3\", \"1\"],\n xlabel=\"Contrast in percent\")\n\nhigh_pass_experiment = Experiment(data_conditions=[\"inf\", \"3.0\", \"1.5\", \"1.0\", \"0.7\", \"0.55\", \"0.45\", \"0.4\"],\n plotting_conditions=[\"inf\", \"3.0\", \"1.5\", \"1.0\", \".7\", \".55\", \".45\", \".4\"],\n xlabel=\"Filter standard deviation\")\n\nlow_pass_experiment = Experiment(data_conditions=[\"0\", \"1\", \"3\", \"5\", \"7\", \"10\", \"15\", \"40\"],\n plotting_conditions=[\"0\", \"1\", \"3\", \"5\", \"7\", \"10\", \"15\", \"40\"],\n xlabel=\"Filter standard deviation\")\n\nphase_scrambling_experiment = Experiment(data_conditions=[\"0\", \"30\", \"60\", \"90\", \"120\", \"150\", \"180\"],\n plotting_conditions=[\"0\", \"30\", \"60\", \"90\", \"120\", \"150\", \"180\"],\n xlabel=\"Phase noise width [$^\\circ$]\")\n\npower_equalisation_experiment = Experiment(data_conditions=[\"0\", \"pow\"],\n plotting_conditions=[\"original\", \"equalised\"],\n xlabel=\"Power spectrum\")\n\nfalse_colour_experiment = Experiment(data_conditions=[\"True\", \"False\"],\n plotting_conditions=[\"true\", \"opponent\"],\n xlabel=\"Colour\")\n\nrotation_experiment = Experiment(data_conditions=[\"0\", \"90\", \"180\", \"270\"],\n plotting_conditions=[\"0\", \"90\", \"180\", \"270\"],\n xlabel=\"Rotation angle [$^\\circ$]\")\n\n_eidolon_plotting_conditions = [\"0\", \"1\", \"2\", \"3\", \"4\", \"5\", \"6\", \"7\"]\n_eidolon_xlabel = \"$\\mathregular{{Log}_2}$ of 'reach' parameter\"\n\neidolonI_experiment = Experiment(data_conditions=[\"1-10-10\", \"2-10-10\", \"4-10-10\", \"8-10-10\",\n \"16-10-10\", \"32-10-10\", \"64-10-10\", \"128-10-10\"],\n plotting_conditions=_eidolon_plotting_conditions.copy(),\n xlabel=_eidolon_xlabel)\n\neidolonII_experiment = Experiment(data_conditions=[\"1-3-10\", \"2-3-10\", \"4-3-10\", \"8-3-10\",\n \"16-3-10\", \"32-3-10\", \"64-3-10\", \"128-3-10\"],\n plotting_conditions=_eidolon_plotting_conditions.copy(),\n xlabel=_eidolon_xlabel)\n\neidolonIII_experiment = Experiment(data_conditions=[\"1-0-10\", \"2-0-10\", \"4-0-10\", \"8-0-10\",\n \"16-0-10\", \"32-0-10\", \"64-0-10\", \"128-0-10\"],\n plotting_conditions=_eidolon_plotting_conditions.copy(),\n xlabel=_eidolon_xlabel)\n\nuniform_noise_experiment = Experiment(data_conditions=[\"0.0\", \"0.03\", \"0.05\", \"0.1\", \"0.2\", \"0.35\", \"0.6\", \"0.9\"],\n plotting_conditions=[\"0.0\", \".03\", \".05\", \".1\", \".2\", \".35\", \".6\", \".9\"],\n xlabel=\"Uniform noise width\")\n\n\n@dataclass\nclass DatasetExperiments:\n name: str\n experiments: [Experiment]\n\n\ndef get_experiments(dataset_names):\n datasets = []\n for name in dataset_names:\n name_for_experiment = name.replace(\"-\", \"_\")\n if f\"{name_for_experiment}_experiment\" in globals():\n experiments = eval(f\"{name_for_experiment}_experiment\")\n experiments.name = name\n datasets.append(DatasetExperiments(name=name, experiments=[experiments]))\n else:\n datasets.append(DatasetExperiments(name=name, experiments=[]))\n return datasets\n"
},
{
"path": "modelvshuman/datasets/imagenet.py",
"content": "from dataclasses import dataclass, field\nfrom os.path import join as pjoin\nfrom typing import List\n\nfrom . import decision_mappings, info_mappings\nfrom .base import Dataset\nfrom .dataloaders import PytorchLoader\nfrom .registry import register_dataset\nfrom .. import constants as c\nfrom ..evaluation import metrics as m\n\n\n@dataclass\nclass ImageNetParams:\n path: str\n image_size: int = 224\n metrics: list = field(default_factory=lambda: [m.Accuracy(topk=1), m.Accuracy(topk=5)])\n decision_mapping: object = decision_mappings.ImageNetProbabilitiesTo1000ClassesMapping()\n info_mapping: object = info_mappings.ImageNetInfoMapping()\n experiments: List = field(default_factory=list)\n contains_sessions: bool = False\n\n\n@register_dataset(name='imagenet_validation')\ndef imagenet_validation(*args, **kwargs):\n params = ImageNetParams(image_size=256,\n path=pjoin(c.DATASET_DIR, \"imagenet_validation\"))\n return Dataset(name=\"imagenet_validation\",\n params=params,\n loader=PytorchLoader,\n *args,\n **kwargs)\n"
},
{
"path": "modelvshuman/datasets/info_mappings.py",
"content": "from abc import ABC\n\n\nclass ImagePathToInformationMapping(ABC):\n def __init__(self):\n pass\n\n def __call__(self, full_path):\n pass\n\n\nclass ImageNetInfoMapping(ImagePathToInformationMapping):\n \"\"\"\n For ImageNet-like directory structures without sessions/conditions:\n .../{category}/{img_name}\n \"\"\"\n\n def __call__(self, full_path):\n session_name = \"session-1\"\n img_name = full_path.split(\"/\")[-1]\n condition = \"NaN\"\n category = full_path.split(\"/\")[-2]\n\n return session_name, img_name, condition, category\n\n\nclass ImageNetCInfoMapping(ImagePathToInformationMapping):\n \"\"\"\n For the ImageNet-C Dataset with path structure:\n ...{corruption function}/{corruption severity}/{category}/{img_name}\n \"\"\"\n\n def __call__(self, full_path):\n session_name = \"session-1\"\n parts = full_path.split(\"/\")\n img_name = parts[-1]\n category = parts[-2]\n severity = parts[-3]\n corruption = parts[-4]\n condition = \"{}-{}\".format(corruption, severity)\n return session_name, img_name, condition, category\n\n\nclass InfoMappingWithSessions(ImagePathToInformationMapping):\n \"\"\"\n Directory/filename structure:\n .../{session_name}/{something}_{something}_{something}_{condition}_{category}_{img_name}\n \"\"\"\n\n def __call__(self, full_path):\n session_name = full_path.split(\"/\")[-2]\n img_name = full_path.split(\"/\")[-1]\n condition = img_name.split(\"_\")[3]\n category = img_name.split(\"_\")[4]\n\n return session_name, img_name, condition, category\n"
},
{
"path": "modelvshuman/datasets/noise_generalisation.py",
"content": "from dataclasses import dataclass, field\nfrom os.path import join as pjoin\nfrom typing import List\n\nfrom .registry import register_dataset\nfrom .. import constants as c\nfrom . import decision_mappings, info_mappings\nfrom .dataloaders import PytorchLoader\nfrom ..evaluation import metrics as m\n\nfrom .base import Dataset\nfrom .experiments import *\n\n__all__ = [\"colour\", \"contrast\", \"high_pass\", \"low_pass\",\n \"phase_scrambling\", \"power_equalisation\",\n \"false_colour\", \"rotation\", \"eidolonI\",\n \"eidolonII\", \"eidolonIII\", \"uniform_noise\"]\n\n\n@dataclass\nclass NoiseGeneralisationParams:\n path: str = \"\"\n experiments: List = field(default_factory=list)\n image_size: int = 224\n metrics: list = field(default_factory=lambda: [m.Accuracy(topk=1)])\n decision_mapping: object = decision_mappings.ImageNetProbabilitiesTo16ClassesMapping()\n info_mapping: object = info_mappings.InfoMappingWithSessions()\n contains_sessions: bool = True\n\n\ndef _get_dataset(name, params, *args, **kwargs):\n assert params is not None, \"Dataset params are missing\"\n params.path = pjoin(c.DATASET_DIR, name)\n return Dataset(name=name,\n params=params,\n loader=PytorchLoader,\n *args,\n **kwargs)\n\n\n@register_dataset(name=\"colour\")\ndef colour(*args, **kwargs):\n return _get_dataset(name=\"colour\",\n params=NoiseGeneralisationParams(experiments=[colour_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"contrast\")\ndef contrast(*args, **kwargs):\n return _get_dataset(name=\"contrast\",\n params=NoiseGeneralisationParams(experiments=[contrast_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"high-pass\")\ndef high_pass(*args, **kwargs):\n return _get_dataset(name=\"high-pass\",\n params=NoiseGeneralisationParams(experiments=[high_pass_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"low-pass\")\ndef low_pass(*args, **kwargs):\n return _get_dataset(name=\"low-pass\",\n params=NoiseGeneralisationParams(experiments=[low_pass_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"phase-scrambling\")\ndef phase_scrambling(*args, **kwargs):\n return _get_dataset(name=\"phase-scrambling\",\n params=NoiseGeneralisationParams(experiments=[phase_scrambling_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"power-equalisation\")\ndef power_equalisation(*args, **kwargs):\n return _get_dataset(name=\"power-equalisation\",\n params=NoiseGeneralisationParams(experiments=[power_equalisation_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"false-colour\")\ndef false_colour(*args, **kwargs):\n return _get_dataset(name=\"false-colour\",\n params=NoiseGeneralisationParams(experiments=[false_colour_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"rotation\")\ndef rotation(*args, **kwargs):\n return _get_dataset(name=\"rotation\",\n params=NoiseGeneralisationParams(experiments=[rotation_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"eidolonI\")\ndef eidolonI(*args, **kwargs):\n return _get_dataset(name=\"eidolonI\",\n params=NoiseGeneralisationParams(experiments=[eidolonI_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"eidolonII\")\ndef eidolonII(*args, **kwargs):\n return _get_dataset(name=\"eidolonII\",\n params=NoiseGeneralisationParams(experiments=[eidolonII_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"eidolonIII\")\ndef eidolonIII(*args, **kwargs):\n return _get_dataset(name=\"eidolonIII\",\n params=NoiseGeneralisationParams(experiments=[eidolonIII_experiment]),\n *args, **kwargs)\n\n\n@register_dataset(name=\"uniform-noise\")\ndef uniform_noise(*args, **kwargs):\n return _get_dataset(name=\"uniform-noise\",\n params=NoiseGeneralisationParams(experiments=[uniform_noise_experiment]),\n *args, **kwargs)\n"
},
{
"path": "modelvshuman/datasets/registry.py",
"content": "from collections import defaultdict\n\n_dataset_registry = {} # mapping of dataset names to entrypoint fns\n\n\ndef register_dataset(name):\n def inner_decorator(fn):\n # add entries to registry dict/sets\n model_name = fn.__name__\n _dataset_registry[name] = model_name\n return fn\n return inner_decorator\n\n\ndef list_datasets():\n \"\"\" Return list of available dataset names, sorted alphabetically\n \"\"\"\n return _dataset_registry\n"
},
{
"path": "modelvshuman/datasets/sketch.py",
"content": "from os.path import join as pjoin\n\nfrom .base import Dataset\nfrom .dataloaders import PytorchLoader\nfrom .imagenet import ImageNetParams\nfrom .registry import register_dataset\nfrom .. import constants as c\nfrom . import info_mappings, decision_mappings\n\n\n@register_dataset(name='sketch')\ndef sketch(*args, **kwargs):\n params = ImageNetParams(path=pjoin(c.DATASET_DIR, \"sketch\"),\n decision_mapping=decision_mappings.ImageNetProbabilitiesTo16ClassesMapping(),\n info_mapping=info_mappings.InfoMappingWithSessions(),\n contains_sessions=True)\n return Dataset(name=\"sketch\",\n params=params,\n loader=PytorchLoader,\n *args,\n **kwargs)\n"
},
{
"path": "modelvshuman/datasets/stylized.py",
"content": "from os.path import join as pjoin\n\nfrom .base import Dataset\nfrom .dataloaders import PytorchLoader\nfrom .imagenet import ImageNetParams\nfrom .registry import register_dataset\nfrom .. import constants as c\nfrom . import info_mappings, decision_mappings\n\n\n@register_dataset(name='stylized')\ndef stylized(*args, **kwargs):\n params = ImageNetParams(path=pjoin(c.DATASET_DIR, \"stylized\"),\n decision_mapping=decision_mappings.ImageNetProbabilitiesTo16ClassesMapping(),\n info_mapping=info_mappings.InfoMappingWithSessions(),\n contains_sessions=True)\n return Dataset(name=\"stylized\",\n params=params,\n loader=PytorchLoader,\n *args,\n **kwargs)\n"
},
{
"path": "modelvshuman/datasets/texture_shape.py",
"content": "from dataclasses import dataclass, field\nfrom os.path import join as pjoin\nfrom typing import List\n\nfrom . import decision_mappings, info_mappings\nfrom .base import Dataset\nfrom .dataloaders import PytorchLoader\nfrom .registry import register_dataset\nfrom .. import constants as c\nfrom ..evaluation import metrics as m\n\n__all__ = [\"original\", \"greyscale\", \"texture\", \"edge\", \"silhouette\",\n \"cue_conflict\"]\n\n\n@dataclass\nclass TextureShapeParams:\n path: str\n image_size: int = 224\n metrics: list = field(default_factory=lambda: [m.Accuracy(topk=1)])\n decision_mapping: object = decision_mappings.ImageNetProbabilitiesTo16ClassesMapping()\n info_mapping: object = info_mappings.ImageNetInfoMapping()\n experiments: List = field(default_factory=list)\n contains_sessions: bool = False\n\n\ndef _get_dataset(name, *args, **kwargs):\n params = TextureShapeParams(path=pjoin(c.DATASET_DIR, name))\n return Dataset(name=name,\n params=params,\n loader=PytorchLoader,\n *args,\n **kwargs)\n\n\n@register_dataset(name=\"original\")\ndef original(*args, **kwargs):\n return _get_dataset(name=\"original\", *args, **kwargs)\n\n\n@register_dataset(name=\"greyscale\")\ndef greyscale(*args, **kwargs):\n return _get_dataset(name=\"greyscale\", *args, **kwargs)\n\n\n@register_dataset(name=\"texture\")\ndef texture(*args, **kwargs):\n return _get_dataset(name=\"texture\", *args, **kwargs)\n\n\n@register_dataset(name=\"edge\")\ndef edge(*args, **kwargs):\n return _get_dataset(name=\"edge\", *args, **kwargs)\n\n\n@register_dataset(name=\"silhouette\")\ndef silhouette(*args, **kwargs):\n return _get_dataset(\"silhouette\", *args, **kwargs)\n\n\n@register_dataset(name=\"cue-conflict\")\ndef cue_conflict(*args, **kwargs):\n return _get_dataset(\"cue-conflict\", *args, **kwargs)\n"
},
{
"path": "modelvshuman/evaluation/__init__.py",
"content": ""
},
{
"path": "modelvshuman/evaluation/evaluate.py",
"content": "\"\"\"\nGeneric evaluation functionality: evaluate on several datasets.\n\"\"\"\n\nimport csv\nimport os\nimport shutil\nimport numpy as np\nfrom math import isclose\nfrom os.path import join as pjoin\n\nfrom .. import constants as c\n\nIMAGENET_LABEL_FILE = pjoin(c.CODE_DIR, \"evaluation\", \"imagenet_labels.txt\")\n\ndef print_performance_to_csv(model_name, dataset_name,\n performance, metric_name,\n data_parent_dir=c.PERFORMANCES_DIR):\n if not os.path.exists(data_parent_dir):\n os.makedirs(data_parent_dir)\n csv_file_path = pjoin(data_parent_dir, model_name + \".csv\")\n newrow = [model_name, dataset_name,\n metric_name, performance]\n\n if not os.path.exists(csv_file_path):\n with open(csv_file_path, \"w\", newline='') as f:\n writer = csv.writer(f)\n writer.writerow([\"subj\", \"dataset_name\",\n \"metric_name\", \"performance\"])\n writer.writerow(newrow)\n\n else:\n # check whether existing row needs to be overwritten, otherwise append\n # new row at the end.\n temp_file_path = csv_file_path.replace(\".csv\", \"_temp.csv\")\n with open(csv_file_path, 'r') as f:\n with open(temp_file_path, 'w') as t:\n reader = csv.reader(f)\n writer = csv.writer(t)\n\n has_overwritten_existing_row = False\n for i, row in enumerate(reader):\n tmprow = row\n if i >= 1:\n assert row[0] == model_name\n if row[1] == dataset_name and row[2] == metric_name:\n tmprow = newrow\n has_overwritten_existing_row = True\n writer.writerow(tmprow)\n if not has_overwritten_existing_row:\n writer.writerow(newrow)\n shutil.move(temp_file_path, csv_file_path)\n\n\ndef print_predictions_to_console(softmax_output, top_n=5,\n labels_path=IMAGENET_LABEL_FILE):\n \"\"\"For each vector in the output batch: print predictions.\n\n For every vector of shape [1, 1000] in the output batch,\n a softmax is applied to the values. Then, the top_n\n (e.g. top 5) values are printed to the console.\n\n This can be used to check predictions for individual images.\n \"\"\"\n\n assert type(softmax_output) is np.ndarray\n assert len(softmax_output.shape) == 2, \\\n \"len(softmax_output) needs to be 2 instead of \" + str(len(softmax_output.shape))\n\n labels_file = open(labels_path)\n labels = labels_file.readlines()\n\n for z in range(softmax_output.shape[0]):\n print()\n print(\"Predictions for image no. \" + str(z + 1))\n\n softmax_array = softmax_output[z, :]\n\n assert isclose(sum(softmax_array), 1.0, abs_tol=1e-5), \\\n \"Sum of softmax values equals \" + str(sum(softmax_array)) + \" instead of 1.0\"\n\n argmax = softmax_array.argsort()[-top_n:][::-1]\n\n for i, argmax_value in enumerate(argmax):\n predicted_class = labels[argmax_value]\n predicted_class_index = predicted_class.split(\":\")[0]\n predicted_class_description = predicted_class.split(\":\")[1].replace(\"\\n\", \"\")\n\n print(\"({0}) {1:6.3f} % {2} [{3}]\".format(i + 1,\n 100 * softmax_array[argmax_value],\n predicted_class_description,\n predicted_class_index))\n print()\n\n\nclass ResultPrinter():\n\n def __init__(self, model_name, dataset,\n data_parent_dir=c.RAW_DATA_DIR):\n\n self.model_name = model_name\n self.dataset = dataset\n self.data_dir = pjoin(data_parent_dir, dataset.name)\n self.decision_mapping = self.dataset.decision_mapping\n self.info_mapping = self.dataset.info_mapping\n self.session_list = []\n\n def create_session_csv(self, session):\n\n self.csv_file_path = pjoin(self.data_dir,\n self.dataset.name + \"_\" +\n self.model_name.replace(\"_\", \"-\") + \"_\" +\n session + \".csv\")\n\n if os.path.exists(self.csv_file_path):\n # print(\"Warning: the following file will be overwritten: \"+self.csv_file_path)\n os.remove(self.csv_file_path)\n\n directory = os.path.dirname(self.csv_file_path)\n if not os.path.exists(directory):\n os.makedirs(directory)\n\n self.index = 0\n\n # write csv file header row\n with open(self.csv_file_path, \"w\") as f:\n writer = csv.writer(f)\n writer.writerow([\"subj\", \"session\", \"trial\",\n \"rt\", \"object_response\", \"category\",\n \"condition\", \"imagename\"])\n\n\n def print_batch_to_csv(self, object_response,\n batch_targets, paths):\n\n for response, target, path in zip(object_response, batch_targets, paths):\n\n session_name, img_name, condition, category = self.info_mapping(path)\n session_num = int(session_name.split(\"-\")[-1])\n\n if not session_num in self.session_list:\n self.session_list.append(session_num)\n self.create_session_csv(session_name)\n\n with open(self.csv_file_path, \"a\") as f:\n writer = csv.writer(f)\n writer.writerow([self.model_name,\n str(session_num), str(self.index+1),\n \"NaN\", response[0], category,\n condition, img_name])\n self.index += 1\n"
},
{
"path": "modelvshuman/evaluation/imagenet_labels.txt",
"content": "0:background\n1:tench, Tinca tinca\n2:goldfish, Carassius auratus\n3:great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias\n4:tiger shark, Galeocerdo cuvieri\n5:hammerhead, hammerhead shark\n6:electric ray, crampfish, numbfish, torpedo\n7:stingray\n8:cock\n9:hen\n10:ostrich, Struthio camelus\n11:brambling, Fringilla montifringilla\n12:goldfinch, Carduelis carduelis\n13:house finch, linnet, Carpodacus mexicanus\n14:junco, snowbird\n15:indigo bunting, indigo finch, indigo bird, Passerina cyanea\n16:robin, American robin, Turdus migratorius\n17:bulbul\n18:jay\n19:magpie\n20:chickadee\n21:water ouzel, dipper\n22:kite\n23:bald eagle, American eagle, Haliaeetus leucocephalus\n24:vulture\n25:great grey owl, great gray owl, Strix nebulosa\n26:European fire salamander, Salamandra salamandra\n27:common newt, Triturus vulgaris\n28:eft\n29:spotted salamander, Ambystoma maculatum\n30:axolotl, mud puppy, Ambystoma mexicanum\n31:bullfrog, Rana catesbeiana\n32:tree frog, tree-frog\n33:tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui\n34:loggerhead, loggerhead turtle, Caretta caretta\n35:leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea\n36:mud turtle\n37:terrapin\n38:box turtle, box tortoise\n39:banded gecko\n40:common iguana, iguana, Iguana iguana\n41:American chameleon, anole, Anolis carolinensis\n42:whiptail, whiptail lizard\n43:agama\n44:frilled lizard, Chlamydosaurus kingi\n45:alligator lizard\n46:Gila monster, Heloderma suspectum\n47:green lizard, Lacerta viridis\n48:African chameleon, Chamaeleo chamaeleon\n49:Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis\n50:African crocodile, Nile crocodile, Crocodylus niloticus\n51:American alligator, Alligator mississipiensis\n52:triceratops\n53:thunder snake, worm snake, Carphophis amoenus\n54:ringneck snake, ring-necked snake, ring snake\n55:hognose snake, puff adder, sand viper\n56:green snake, grass snake\n57:king snake, kingsnake\n58:garter snake, grass snake\n59:water snake\n60:vine snake\n61:night snake, Hypsiglena torquata\n62:boa constrictor, Constrictor constrictor\n63:rock python, rock snake, Python sebae\n64:Indian cobra, Naja naja\n65:green mamba\n66:sea snake\n67:horned viper, cerastes, sand viper, horned asp, Cerastes cornutus\n68:diamondback, diamondback rattlesnake, Crotalus adamanteus\n69:sidewinder, horned rattlesnake, Crotalus cerastes\n70:trilobite\n71:harvestman, daddy longlegs, Phalangium opilio\n72:scorpion\n73:black and gold garden spider, Argiope aurantia\n74:barn spider, Araneus cavaticus\n75:garden spider, Aranea diademata\n76:black widow, Latrodectus mactans\n77:tarantula\n78:wolf spider, hunting spider\n79:tick\n80:centipede\n81:black grouse\n82:ptarmigan\n83:ruffed grouse, partridge, Bonasa umbellus\n84:prairie chicken, prairie grouse, prairie fowl\n85:peacock\n86:quail\n87:partridge\n88:African grey, African gray, Psittacus erithacus\n89:macaw\n90:sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita\n91:lorikeet\n92:coucal\n93:bee eater\n94:hornbill\n95:hummingbird\n96:jacamar\n97:toucan\n98:drake\n99:red-breasted merganser, Mergus serrator\n100:goose\n101:black swan, Cygnus atratus\n102:tusker\n103:echidna, spiny anteater, anteater\n104:platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus\n105:wallaby, brush kangaroo\n106:koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus\n107:wombat\n108:jellyfish\n109:sea anemone, anemone\n110:brain coral\n111:flatworm, platyhelminth\n112:nematode, nematode worm, roundworm\n113:conch\n114:snail\n115:slug\n116:sea slug, nudibranch\n117:chiton, coat-of-mail shell, sea cradle, polyplacophore\n118:chambered nautilus, pearly nautilus, nautilus\n119:Dungeness crab, Cancer magister\n120:rock crab, Cancer irroratus\n121:fiddler crab\n122:king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica\n123:American lobster, Northern lobster, Maine lobster, Homarus americanus\n124:spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish\n125:crayfish, crawfish, crawdad, crawdaddy\n126:hermit crab\n127:isopod\n128:white stork, Ciconia ciconia\n129:black stork, Ciconia nigra\n130:spoonbill\n131:flamingo\n132:little blue heron, Egretta caerulea\n133:American egret, great white heron, Egretta albus\n134:bittern\n135:crane\n136:limpkin, Aramus pictus\n137:European gallinule, Porphyrio porphyrio\n138:American coot, marsh hen, mud hen, water hen, Fulica americana\n139:bustard\n140:ruddy turnstone, Arenaria interpres\n141:red-backed sandpiper, dunlin, Erolia alpina\n142:redshank, Tringa totanus\n143:dowitcher\n144:oystercatcher, oyster catcher\n145:pelican\n146:king penguin, Aptenodytes patagonica\n147:albatross, mollymawk\n148:grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus\n149:killer whale, killer, orca, grampus, sea wolf, Orcinus orca\n150:dugong, Dugong dugon\n151:sea lion\n152:Chihuahua\n153:Japanese spaniel\n154:Maltese dog, Maltese terrier, Maltese\n155:Pekinese, Pekingese, Peke\n156:Shih-Tzu\n157:Blenheim spaniel\n158:papillon\n159:toy terrier\n160:Rhodesian ridgeback\n161:Afghan hound, Afghan\n162:basset, basset hound\n163:beagle\n164:bloodhound, sleuthhound\n165:bluetick\n166:black-and-tan coonhound\n167:Walker hound, Walker foxhound\n168:English foxhound\n169:redbone\n170:borzoi, Russian wolfhound\n171:Irish wolfhound\n172:Italian greyhound\n173:whippet\n174:Ibizan hound, Ibizan Podenco\n175:Norwegian elkhound, elkhound\n176:otterhound, otter hound\n177:Saluki, gazelle hound\n178:Scottish deerhound, deerhound\n179:Weimaraner\n180:Staffordshire bullterrier, Staffordshire bull terrier\n181:American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier\n182:Bedlington terrier\n183:Border terrier\n184:Kerry blue terrier\n185:Irish terrier\n186:Norfolk terrier\n187:Norwich terrier\n188:Yorkshire terrier\n189:wire-haired fox terrier\n190:Lakeland terrier\n191:Sealyham terrier, Sealyham\n192:Airedale, Airedale terrier\n193:cairn, cairn terrier\n194:Australian terrier\n195:Dandie Dinmont, Dandie Dinmont terrier\n196:Boston bull, Boston terrier\n197:miniature schnauzer\n198:giant schnauzer\n199:standard schnauzer\n200:Scotch terrier, Scottish terrier, Scottie\n201:Tibetan terrier, chrysanthemum dog\n202:silky terrier, Sydney silky\n203:soft-coated wheaten terrier\n204:West Highland white terrier\n205:Lhasa, Lhasa apso\n206:flat-coated retriever\n207:curly-coated retriever\n208:golden retriever\n209:Labrador retriever\n210:Chesapeake Bay retriever\n211:German short-haired pointer\n212:vizsla, Hungarian pointer\n213:English setter\n214:Irish setter, red setter\n215:Gordon setter\n216:Brittany spaniel\n217:clumber, clumber spaniel\n218:English springer, English springer spaniel\n219:Welsh springer spaniel\n220:cocker spaniel, English cocker spaniel, cocker\n221:Sussex spaniel\n222:Irish water spaniel\n223:kuvasz\n224:schipperke\n225:groenendael\n226:malinois\n227:briard\n228:kelpie\n229:komondor\n230:Old English sheepdog, bobtail\n231:Shetland sheepdog, Shetland sheep dog, Shetland\n232:collie\n233:Border collie\n234:Bouvier des Flandres, Bouviers des Flandres\n235:Rottweiler\n236:German shepherd, German shepherd dog, German police dog, alsatian\n237:Doberman, Doberman pinscher\n238:miniature pinscher\n239:Greater Swiss Mountain dog\n240:Bernese mountain dog\n241:Appenzeller\n242:EntleBucher\n243:boxer\n244:bull mastiff\n245:Tibetan mastiff\n246:French bulldog\n247:Great Dane\n248:Saint Bernard, St Bernard\n249:Eskimo dog, husky\n250:malamute, malemute, Alaskan malamute\n251:Siberian husky\n252:dalmatian, coach dog, carriage dog\n253:affenpinscher, monkey pinscher, monkey dog\n254:basenji\n255:pug, pug-dog\n256:Leonberg\n257:Newfoundland, Newfoundland dog\n258:Great Pyrenees\n259:Samoyed, Samoyede\n260:Pomeranian\n261:chow, chow chow\n262:keeshond\n263:Brabancon griffon\n264:Pembroke, Pembroke Welsh corgi\n265:Cardigan, Cardigan Welsh corgi\n266:toy poodle\n267:miniature poodle\n268:standard poodle\n269:Mexican hairless\n270:timber wolf, grey wolf, gray wolf, Canis lupus\n271:white wolf, Arctic wolf, Canis lupus tundrarum\n272:red wolf, maned wolf, Canis rufus, Canis niger\n273:coyote, prairie wolf, brush wolf, Canis latrans\n274:dingo, warrigal, warragal, Canis dingo\n275:dhole, Cuon alpinus\n276:African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus\n277:hyena, hyaena\n278:red fox, Vulpes vulpes\n279:kit fox, Vulpes macrotis\n280:Arctic fox, white fox, Alopex lagopus\n281:grey fox, gray fox, Urocyon cinereoargenteus\n282:tabby, tabby cat\n283:tiger cat\n284:Persian cat\n285:Siamese cat, Siamese\n286:Egyptian cat\n287:cougar, puma, catamount, mountain lion, painter, panther, Felis concolor\n288:lynx, catamount\n289:leopard, Panthera pardus\n290:snow leopard, ounce, Panthera uncia\n291:jaguar, panther, Panthera onca, Felis onca\n292:lion, king of beasts, Panthera leo\n293:tiger, Panthera tigris\n294:cheetah, chetah, Acinonyx jubatus\n295:brown bear, bruin, Ursus arctos\n296:American black bear, black bear, Ursus americanus, Euarctos americanus\n297:ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus\n298:sloth bear, Melursus ursinus, Ursus ursinus\n299:mongoose\n300:meerkat, mierkat\n301:tiger beetle\n302:ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle\n303:ground beetle, carabid beetle\n304:long-horned beetle, longicorn, longicorn beetle\n305:leaf beetle, chrysomelid\n306:dung beetle\n307:rhinoceros beetle\n308:weevil\n309:fly\n310:bee\n311:ant, emmet, pismire\n312:grasshopper, hopper\n313:cricket\n314:walking stick, walkingstick, stick insect\n315:cockroach, roach\n316:mantis, mantid\n317:cicada, cicala\n318:leafhopper\n319:lacewing, lacewing fly\n320:dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk\n321:damselfly\n322:admiral\n323:ringlet, ringlet butterfly\n324:monarch, monarch butterfly, milkweed butterfly, Danaus plexippus\n325:cabbage butterfly\n326:sulphur butterfly, sulfur butterfly\n327:lycaenid, lycaenid butterfly\n328:starfish, sea star\n329:sea urchin\n330:sea cucumber, holothurian\n331:wood rabbit, cottontail, cottontail rabbit\n332:hare\n333:Angora, Angora rabbit\n334:hamster\n335:porcupine, hedgehog\n336:fox squirrel, eastern fox squirrel, Sciurus niger\n337:marmot\n338:beaver\n339:guinea pig, Cavia cobaya\n340:sorrel\n341:zebra\n342:hog, pig, grunter, squealer, Sus scrofa\n343:wild boar, boar, Sus scrofa\n344:warthog\n345:hippopotamus, hippo, river horse, Hippopotamus amphibius\n346:ox\n347:water buffalo, water ox, Asiatic buffalo, Bubalus bubalis\n348:bison\n349:ram, tup\n350:bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis\n351:ibex, Capra ibex\n352:hartebeest\n353:impala, Aepyceros melampus\n354:gazelle\n355:Arabian camel, dromedary, Camelus dromedarius\n356:llama\n357:weasel\n358:mink\n359:polecat, fitch, foulmart, foumart, Mustela putorius\n360:black-footed ferret, ferret, Mustela nigripes\n361:otter\n362:skunk, polecat, wood pussy\n363:badger\n364:armadillo\n365:three-toed sloth, ai, Bradypus tridactylus\n366:orangutan, orang, orangutang, Pongo pygmaeus\n367:gorilla, Gorilla gorilla\n368:chimpanzee, chimp, Pan troglodytes\n369:gibbon, Hylobates lar\n370:siamang, Hylobates syndactylus, Symphalangus syndactylus\n371:guenon, guenon monkey\n372:patas, hussar monkey, Erythrocebus patas\n373:baboon\n374:macaque\n375:langur\n376:colobus, colobus monkey\n377:proboscis monkey, Nasalis larvatus\n378:marmoset\n379:capuchin, ringtail, Cebus capucinus\n380:howler monkey, howler\n381:titi, titi monkey\n382:spider monkey, Ateles geoffroyi\n383:squirrel monkey, Saimiri sciureus\n384:Madagascar cat, ring-tailed lemur, Lemur catta\n385:indri, indris, Indri indri, Indri brevicaudatus\n386:Indian elephant, Elephas maximus\n387:African elephant, Loxodonta africana\n388:lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens\n389:giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca\n390:barracouta, snoek\n391:eel\n392:coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch\n393:rock beauty, Holocanthus tricolor\n394:anemone fish\n395:sturgeon\n396:gar, garfish, garpike, billfish, Lepisosteus osseus\n397:lionfish\n398:puffer, pufferfish, blowfish, globefish\n399:abacus\n400:abaya\n401:academic gown, academic robe, judge's robe\n402:accordion, piano accordion, squeeze box\n403:acoustic guitar\n404:aircraft carrier, carrier, flattop, attack aircraft carrier\n405:airliner\n406:airship, dirigible\n407:altar\n408:ambulance\n409:amphibian, amphibious vehicle\n410:analog clock\n411:apiary, bee house\n412:apron\n413:ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin\n414:assault rifle, assault gun\n415:backpack, back pack, knapsack, packsack, rucksack, haversack\n416:bakery, bakeshop, bakehouse\n417:balance beam, beam\n418:balloon\n419:ballpoint, ballpoint pen, ballpen, Biro\n420:Band Aid\n421:banjo\n422:bannister, banister, balustrade, balusters, handrail\n423:barbell\n424:barber chair\n425:barbershop\n426:barn\n427:barometer\n428:barrel, cask\n429:barrow, garden cart, lawn cart, wheelbarrow\n430:baseball\n431:basketball\n432:bassinet\n433:bassoon\n434:bathing cap, swimming cap\n435:bath towel\n436:bathtub, bathing tub, bath, tub\n437:beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon\n438:beacon, lighthouse, beacon light, pharos\n439:beaker\n440:bearskin, busby, shako\n441:beer bottle\n442:beer glass\n443:bell cote, bell cot\n444:bib\n445:bicycle-built-for-two, tandem bicycle, tandem\n446:bikini, two-piece\n447:binder, ring-binder\n448:binoculars, field glasses, opera glasses\n449:birdhouse\n450:boathouse\n451:bobsled, bobsleigh, bob\n452:bolo tie, bolo, bola tie, bola\n453:bonnet, poke bonnet\n454:bookcase\n455:bookshop, bookstore, bookstall\n456:bottlecap\n457:bow\n458:bow tie, bow-tie, bowtie\n459:brass, memorial tablet, plaque\n460:brassiere, bra, bandeau\n461:breakwater, groin, groyne, mole, bulwark, seawall, jetty\n462:breastplate, aegis, egis\n463:broom\n464:bucket, pail\n465:buckle\n466:bulletproof vest\n467:bullet train, bullet\n468:butcher shop, meat market\n469:cab, hack, taxi, taxicab\n470:caldron, cauldron\n471:candle, taper, wax light\n472:cannon\n473:canoe\n474:can opener, tin opener\n475:cardigan\n476:car mirror\n477:carousel, carrousel, merry-go-round, roundabout, whirligig\n478:carpenter's kit, tool kit\n479:carton\n480:car wheel\n481:cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM\n482:cassette\n483:cassette player\n484:castle\n485:catamaran\n486:CD player\n487:cello, violoncello\n488:cellular telephone, cellular phone, cellphone, cell, mobile phone\n489:chain\n490:chainlink fence\n491:chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour\n492:chain saw, chainsaw\n493:chest\n494:chiffonier, commode\n495:chime, bell, gong\n496:china cabinet, china closet\n497:Christmas stocking\n498:church, church building\n499:cinema, movie theater, movie theatre, movie house, picture palace\n500:cleaver, meat cleaver, chopper\n501:cliff dwelling\n502:cloak\n503:clog, geta, patten, sabot\n504:cocktail shaker\n505:coffee mug\n506:coffeepot\n507:coil, spiral, volute, whorl, helix\n508:combination lock\n509:computer keyboard, keypad\n510:confectionery, confectionary, candy store\n511:container ship, containership, container vessel\n512:convertible\n513:corkscrew, bottle screw\n514:cornet, horn, trumpet, trump\n515:cowboy boot\n516:cowboy hat, ten-gallon hat\n517:cradle\n518:crane\n519:crash helmet\n520:crate\n521:crib, cot\n522:Crock Pot\n523:croquet ball\n524:crutch\n525:cuirass\n526:dam, dike, dyke\n527:desk\n528:desktop computer\n529:dial telephone, dial phone\n530:diaper, nappy, napkin\n531:digital clock\n532:digital watch\n533:dining table, board\n534:dishrag, dishcloth\n535:dishwasher, dish washer, dishwashing machine\n536:disk brake, disc brake\n537:dock, dockage, docking facility\n538:dogsled, dog sled, dog sleigh\n539:dome\n540:doormat, welcome mat\n541:drilling platform, offshore rig\n542:drum, membranophone, tympan\n543:drumstick\n544:dumbbell\n545:Dutch oven\n546:electric fan, blower\n547:electric guitar\n548:electric locomotive\n549:entertainment center\n550:envelope\n551:espresso maker\n552:face powder\n553:feather boa, boa\n554:file, file cabinet, filing cabinet\n555:fireboat\n556:fire engine, fire truck\n557:fire screen, fireguard\n558:flagpole, flagstaff\n559:flute, transverse flute\n560:folding chair\n561:football helmet\n562:forklift\n563:fountain\n564:fountain pen\n565:four-poster\n566:freight car\n567:French horn, horn\n568:frying pan, frypan, skillet\n569:fur coat\n570:garbage truck, dustcart\n571:gasmask, respirator, gas helmet\n572:gas pump, gasoline pump, petrol pump, island dispenser\n573:goblet\n574:go-kart\n575:golf ball\n576:golfcart, golf cart\n577:gondola\n578:gong, tam-tam\n579:gown\n580:grand piano, grand\n581:greenhouse, nursery, glasshouse\n582:grille, radiator grille\n583:grocery store, grocery, food market, market\n584:guillotine\n585:hair slide\n586:hair spray\n587:half track\n588:hammer\n589:hamper\n590:hand blower, blow dryer, blow drier, hair dryer, hair drier\n591:hand-held computer, hand-held microcomputer\n592:handkerchief, hankie, hanky, hankey\n593:hard disc, hard disk, fixed disk\n594:harmonica, mouth organ, harp, mouth harp\n595:harp\n596:harvester, reaper\n597:hatchet\n598:holster\n599:home theater, home theatre\n600:honeycomb\n601:hook, claw\n602:hoopskirt, crinoline\n603:horizontal bar, high bar\n604:horse cart, horse-cart\n605:hourglass\n606:iPod\n607:iron, smoothing iron\n608:jack-o'-lantern\n609:jean, blue jean, denim\n610:jeep, landrover\n611:jersey, T-shirt, tee shirt\n612:jigsaw puzzle\n613:jinrikisha, ricksha, rickshaw\n614:joystick\n615:kimono\n616:knee pad\n617:knot\n618:lab coat, laboratory coat\n619:ladle\n620:lampshade, lamp shade\n621:laptop, laptop computer\n622:lawn mower, mower\n623:lens cap, lens cover\n624:letter opener, paper knife, paperknife\n625:library\n626:lifeboat\n627:lighter, light, igniter, ignitor\n628:limousine, limo\n629:liner, ocean liner\n630:lipstick, lip rouge\n631:Loafer\n632:lotion\n633:loudspeaker, speaker, speaker unit, loudspeaker system, speaker system\n634:loupe, jeweler's loupe\n635:lumbermill, sawmill\n636:magnetic compass\n637:mailbag, postbag\n638:mailbox, letter box\n639:maillot\n640:maillot, tank suit\n641:manhole cover\n642:maraca\n643:marimba, xylophone\n644:mask\n645:matchstick\n646:maypole\n647:maze, labyrinth\n648:measuring cup\n649:medicine chest, medicine cabinet\n650:megalith, megalithic structure\n651:microphone, mike\n652:microwave, microwave oven\n653:military uniform\n654:milk can\n655:minibus\n656:miniskirt, mini\n657:minivan\n658:missile\n659:mitten\n660:mixing bowl\n661:mobile home, manufactured home\n662:Model T\n663:modem\n664:monastery\n665:monitor\n666:moped\n667:mortar\n668:mortarboard\n669:mosque\n670:mosquito net\n671:motor scooter, scooter\n672:mountain bike, all-terrain bike, off-roader\n673:mountain tent\n674:mouse, computer mouse\n675:mousetrap\n676:moving van\n677:muzzle\n678:nail\n679:neck brace\n680:necklace\n681:nipple\n682:notebook, notebook computer\n683:obelisk\n684:oboe, hautboy, hautbois\n685:ocarina, sweet potato\n686:odometer, hodometer, mileometer, milometer\n687:oil filter\n688:organ, pipe organ\n689:oscilloscope, scope, cathode-ray oscilloscope, CRO\n690:overskirt\n691:oxcart\n692:oxygen mask\n693:packet\n694:paddle, boat paddle\n695:paddlewheel, paddle wheel\n696:padlock\n697:paintbrush\n698:pajama, pyjama, pj's, jammies\n699:palace\n700:panpipe, pandean pipe, syrinx\n701:paper towel\n702:parachute, chute\n703:parallel bars, bars\n704:park bench\n705:parking meter\n706:passenger car, coach, carriage\n707:patio, terrace\n708:pay-phone, pay-station\n709:pedestal, plinth, footstall\n710:pencil box, pencil case\n711:pencil sharpener\n712:perfume, essence\n713:Petri dish\n714:photocopier\n715:pick, plectrum, plectron\n716:pickelhaube\n717:picket fence, paling\n718:pickup, pickup truck\n719:pier\n720:piggy bank, penny bank\n721:pill bottle\n722:pillow\n723:ping-pong ball\n724:pinwheel\n725:pirate, pirate ship\n726:pitcher, ewer\n727:plane, carpenter's plane, woodworking plane\n728:planetarium\n729:plastic bag\n730:plate rack\n731:plow, plough\n732:plunger, plumber's helper\n733:Polaroid camera, Polaroid Land camera\n734:pole\n735:police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria\n736:poncho\n737:pool table, billiard table, snooker table\n738:pop bottle, soda bottle\n739:pot, flowerpot\n740:potter's wheel\n741:power drill\n742:prayer rug, prayer mat\n743:printer\n744:prison, prison house\n745:projectile, missile\n746:projector\n747:puck, hockey puck\n748:punching bag, punch bag, punching ball, punchball\n749:purse\n750:quill, quill pen\n751:quilt, comforter, comfort, puff\n752:racer, race car, racing car\n753:racket, racquet\n754:radiator\n755:radio, wireless\n756:radio telescope, radio reflector\n757:rain barrel\n758:recreational vehicle, RV, R.V.\n759:reel\n760:reflex camera\n761:refrigerator, icebox\n762:remote control, remote\n763:restaurant, eating house, eating place, eatery\n764:revolver, six-gun, six-shooter\n765:rifle\n766:rocking chair, rocker\n767:rotisserie\n768:rubber eraser, rubber, pencil eraser\n769:rugby ball\n770:rule, ruler\n771:running shoe\n772:safe\n773:safety pin\n774:saltshaker, salt shaker\n775:sandal\n776:sarong\n777:sax, saxophone\n778:scabbard\n779:scale, weighing machine\n780:school bus\n781:schooner\n782:scoreboard\n783:screen, CRT screen\n784:screw\n785:screwdriver\n786:seat belt, seatbelt\n787:sewing machine\n788:shield, buckler\n789:shoe shop, shoe-shop, shoe store\n790:shoji\n791:shopping basket\n792:shopping cart\n793:shovel\n794:shower cap\n795:shower curtain\n796:ski\n797:ski mask\n798:sleeping bag\n799:slide rule, slipstick\n800:sliding door\n801:slot, one-armed bandit\n802:snorkel\n803:snowmobile\n804:snowplow, snowplough\n805:soap dispenser\n806:soccer ball\n807:sock\n808:solar dish, solar collector, solar furnace\n809:sombrero\n810:soup bowl\n811:space bar\n812:space heater\n813:space shuttle\n814:spatula\n815:speedboat\n816:spider web, spider's web\n817:spindle\n818:sports car, sport car\n819:spotlight, spot\n820:stage\n821:steam locomotive\n822:steel arch bridge\n823:steel drum\n824:stethoscope\n825:stole\n826:stone wall\n827:stopwatch, stop watch\n828:stove\n829:strainer\n830:streetcar, tram, tramcar, trolley, trolley car\n831:stretcher\n832:studio couch, day bed\n833:stupa, tope\n834:submarine, pigboat, sub, U-boat\n835:suit, suit of clothes\n836:sundial\n837:sunglass\n838:sunglasses, dark glasses, shades\n839:sunscreen, sunblock, sun blocker\n840:suspension bridge\n841:swab, swob, mop\n842:sweatshirt\n843:swimming trunks, bathing trunks\n844:swing\n845:switch, electric switch, electrical switch\n846:syringe\n847:table lamp\n848:tank, army tank, armored combat vehicle, armoured combat vehicle\n849:tape player\n850:teapot\n851:teddy, teddy bear\n852:television, television system\n853:tennis ball\n854:thatch, thatched roof\n855:theater curtain, theatre curtain\n856:thimble\n857:thresher, thrasher, threshing machine\n858:throne\n859:tile roof\n860:toaster\n861:tobacco shop, tobacconist shop, tobacconist\n862:toilet seat\n863:torch\n864:totem pole\n865:tow truck, tow car, wrecker\n866:toyshop\n867:tractor\n868:trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi\n869:tray\n870:trench coat\n871:tricycle, trike, velocipede\n872:trimaran\n873:tripod\n874:triumphal arch\n875:trolleybus, trolley coach, trackless trolley\n876:trombone\n877:tub, vat\n878:turnstile\n879:typewriter keyboard\n880:umbrella\n881:unicycle, monocycle\n882:upright, upright piano\n883:vacuum, vacuum cleaner\n884:vase\n885:vault\n886:velvet\n887:vending machine\n888:vestment\n889:viaduct\n890:violin, fiddle\n891:volleyball\n892:waffle iron\n893:wall clock\n894:wallet, billfold, notecase, pocketbook\n895:wardrobe, closet, press\n896:warplane, military plane\n897:washbasin, handbasin, washbowl, lavabo, wash-hand basin\n898:washer, automatic washer, washing machine\n899:water bottle\n900:water jug\n901:water tower\n902:whiskey jug\n903:whistle\n904:wig\n905:window screen\n906:window shade\n907:Windsor tie\n908:wine bottle\n909:wing\n910:wok\n911:wooden spoon\n912:wool, woolen, woollen\n913:worm fence, snake fence, snake-rail fence, Virginia fence\n914:wreck\n915:yawl\n916:yurt\n917:web site, website, internet site, site\n918:comic book\n919:crossword puzzle, crossword\n920:street sign\n921:traffic light, traffic signal, stoplight\n922:book jacket, dust cover, dust jacket, dust wrapper\n923:menu\n924:plate\n925:guacamole\n926:consomme\n927:hot pot, hotpot\n928:trifle\n929:ice cream, icecream\n930:ice lolly, lolly, lollipop, popsicle\n931:French loaf\n932:bagel, beigel\n933:pretzel\n934:cheeseburger\n935:hotdog, hot dog, red hot\n936:mashed potato\n937:head cabbage\n938:broccoli\n939:cauliflower\n940:zucchini, courgette\n941:spaghetti squash\n942:acorn squash\n943:butternut squash\n944:cucumber, cuke\n945:artichoke, globe artichoke\n946:bell pepper\n947:cardoon\n948:mushroom\n949:Granny Smith\n950:strawberry\n951:orange\n952:lemon\n953:fig\n954:pineapple, ananas\n955:banana\n956:jackfruit, jak, jack\n957:custard apple\n958:pomegranate\n959:hay\n960:carbonara\n961:chocolate sauce, chocolate syrup\n962:dough\n963:meat loaf, meatloaf\n964:pizza, pizza pie\n965:potpie\n966:burrito\n967:red wine\n968:espresso\n969:cup\n970:eggnog\n971:alp\n972:bubble\n973:cliff, drop, drop-off\n974:coral reef\n975:geyser\n976:lakeside, lakeshore\n977:promontory, headland, head, foreland\n978:sandbar, sand bar\n979:seashore, coast, seacoast, sea-coast\n980:valley, vale\n981:volcano\n982:ballplayer, baseball player\n983:groom, bridegroom\n984:scuba diver\n985:rapeseed\n986:daisy\n987:yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum\n988:corn\n989:acorn\n990:hip, rose hip, rosehip\n991:buckeye, horse chestnut, conker\n992:coral fungus\n993:agaric\n994:gyromitra\n995:stinkhorn, carrion fungus\n996:earthstar\n997:hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa\n998:bolete\n999:ear, spike, capitulum\n1000:toilet tissue, toilet paper, bathroom tissue\n"
},
{
"path": "modelvshuman/evaluation/metrics.py",
"content": "\"\"\"\nGeneric evaluation functionality: evaluate on several datasets.\n\"\"\"\nfrom abc import ABC, abstractmethod\n\nfrom .. import datasets\nfrom ..helper import human_categories as hc\nimport numpy as np\nimport torch\nimport copy\nfrom .. import constants as c\nfrom ..datasets import info_mappings\n\n\nclass Metric(ABC):\n def __init__(self, name):\n self.name = name\n self.reset()\n\n def check_input(self, output, target, assert_ndarray=True):\n assert type(output) is np.ndarray\n assert len(output.shape) == 2, \"output needs to have len(output.shape) == 2 instead of \" + str(len(output.shape))\n\n if assert_ndarray:\n assert type(target) is np.ndarray\n assert output.shape[0] == target.shape[0]\n\n @abstractmethod\n def update(self, predictions, targets, paths):\n pass\n\n @abstractmethod\n def reset(self):\n pass\n\n @property\n @abstractmethod\n def value(self):\n pass\n\n def __str__(self):\n return \"{}: {}\".format(self.name, self.value)\n\n\nclass Accuracy(Metric):\n def __init__(self, name=None, topk=1):\n if name is None:\n name = \"accuracy (top-{})\".format(topk)\n super(Accuracy, self).__init__(name)\n self.topk = topk\n\n def reset(self):\n self._sum = 0\n self._count = 0\n\n def update(self, predictions, targets, paths):\n correct = [t in p[:self.topk] for t, p in zip(targets, predictions)]\n self._sum += np.sum(correct)\n self._count += len(predictions)\n\n @property\n def value(self):\n if self._count == 0:\n return 0\n return self._sum / self._count\n\n def __str__(self):\n return \"{0:s}: {1:3.2f}\".format(self.name, self.value * 100)\n\n"
},
{
"path": "modelvshuman/helper/__init__.py",
"content": ""
},
{
"path": "modelvshuman/helper/categories.txt",
"content": "n01440764 tench, Tinca tinca\nn01443537 goldfish, Carassius auratus\nn01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias\nn01491361 tiger shark, Galeocerdo cuvieri\nn01494475 hammerhead, hammerhead shark\nn01496331 electric ray, crampfish, numbfish, torpedo\nn01498041 stingray\nn01514668 cock\nn01514859 hen\nn01518878 ostrich, Struthio camelus\nn01530575 brambling, Fringilla montifringilla\nn01531178 goldfinch, Carduelis carduelis\nn01532829 house finch, linnet, Carpodacus mexicanus\nn01534433 junco, snowbird\nn01537544 indigo bunting, indigo finch, indigo bird, Passerina cyanea\nn01558993 robin, American robin, Turdus migratorius\nn01560419 bulbul\nn01580077 jay\nn01582220 magpie\nn01592084 chickadee\nn01601694 water ouzel, dipper\nn01608432 kite\nn01614925 bald eagle, American eagle, Haliaeetus leucocephalus\nn01616318 vulture\nn01622779 great grey owl, great gray owl, Strix nebulosa\nn01629819 European fire salamander, Salamandra salamandra\nn01630670 common newt, Triturus vulgaris\nn01631663 eft\nn01632458 spotted salamander, Ambystoma maculatum\nn01632777 axolotl, mud puppy, Ambystoma mexicanum\nn01641577 bullfrog, Rana catesbeiana\nn01644373 tree frog, tree-frog\nn01644900 tailed frog, bell toad, ribbed toad, tailed toad, Ascaphus trui\nn01664065 loggerhead, loggerhead turtle, Caretta caretta\nn01665541 leatherback turtle, leatherback, leathery turtle, Dermochelys coriacea\nn01667114 mud turtle\nn01667778 terrapin\nn01669191 box turtle, box tortoise\nn01675722 banded gecko\nn01677366 common iguana, iguana, Iguana iguana\nn01682714 American chameleon, anole, Anolis carolinensis\nn01685808 whiptail, whiptail lizard\nn01687978 agama\nn01688243 frilled lizard, Chlamydosaurus kingi\nn01689811 alligator lizard\nn01692333 Gila monster, Heloderma suspectum\nn01693334 green lizard, Lacerta viridis\nn01694178 African chameleon, Chamaeleo chamaeleon\nn01695060 Komodo dragon, Komodo lizard, dragon lizard, giant lizard, Varanus komodoensis\nn01697457 African crocodile, Nile crocodile, Crocodylus niloticus\nn01698640 American alligator, Alligator mississipiensis\nn01704323 triceratops\nn01728572 thunder snake, worm snake, Carphophis amoenus\nn01728920 ringneck snake, ring-necked snake, ring snake\nn01729322 hognose snake, puff adder, sand viper\nn01729977 green snake, grass snake\nn01734418 king snake, kingsnake\nn01735189 garter snake, grass snake\nn01737021 water snake\nn01739381 vine snake\nn01740131 night snake, Hypsiglena torquata\nn01742172 boa constrictor, Constrictor constrictor\nn01744401 rock python, rock snake, Python sebae\nn01748264 Indian cobra, Naja naja\nn01749939 green mamba\nn01751748 sea snake\nn01753488 horned viper, cerastes, sand viper, horned asp, Cerastes cornutus\nn01755581 diamondback, diamondback rattlesnake, Crotalus adamanteus\nn01756291 sidewinder, horned rattlesnake, Crotalus cerastes\nn01768244 trilobite\nn01770081 harvestman, daddy longlegs, Phalangium opilio\nn01770393 scorpion\nn01773157 black and gold garden spider, Argiope aurantia\nn01773549 barn spider, Araneus cavaticus\nn01773797 garden spider, Aranea diademata\nn01774384 black widow, Latrodectus mactans\nn01774750 tarantula\nn01775062 wolf spider, hunting spider\nn01776313 tick\nn01784675 centipede\nn01795545 black grouse\nn01796340 ptarmigan\nn01797886 ruffed grouse, partridge, Bonasa umbellus\nn01798484 prairie chicken, prairie grouse, prairie fowl\nn01806143 peacock\nn01806567 quail\nn01807496 partridge\nn01817953 African grey, African gray, Psittacus erithacus\nn01818515 macaw\nn01819313 sulphur-crested cockatoo, Kakatoe galerita, Cacatua galerita\nn01820546 lorikeet\nn01824575 coucal\nn01828970 bee eater\nn01829413 hornbill\nn01833805 hummingbird\nn01843065 jacamar\nn01843383 toucan\nn01847000 drake\nn01855032 red-breasted merganser, Mergus serrator\nn01855672 goose\nn01860187 black swan, Cygnus atratus\nn01871265 tusker\nn01872401 echidna, spiny anteater, anteater\nn01873310 platypus, duckbill, duckbilled platypus, duck-billed platypus, Ornithorhynchus anatinus\nn01877812 wallaby, brush kangaroo\nn01882714 koala, koala bear, kangaroo bear, native bear, Phascolarctos cinereus\nn01883070 wombat\nn01910747 jellyfish\nn01914609 sea anemone, anemone\nn01917289 brain coral\nn01924916 flatworm, platyhelminth\nn01930112 nematode, nematode worm, roundworm\nn01943899 conch\nn01944390 snail\nn01945685 slug\nn01950731 sea slug, nudibranch\nn01955084 chiton, coat-of-mail shell, sea cradle, polyplacophore\nn01968897 chambered nautilus, pearly nautilus, nautilus\nn01978287 Dungeness crab, Cancer magister\nn01978455 rock crab, Cancer irroratus\nn01980166 fiddler crab\nn01981276 king crab, Alaska crab, Alaskan king crab, Alaska king crab, Paralithodes camtschatica\nn01983481 American lobster, Northern lobster, Maine lobster, Homarus americanus\nn01984695 spiny lobster, langouste, rock lobster, crawfish, crayfish, sea crawfish\nn01985128 crayfish, crawfish, crawdad, crawdaddy\nn01986214 hermit crab\nn01990800 isopod\nn02002556 white stork, Ciconia ciconia\nn02002724 black stork, Ciconia nigra\nn02006656 spoonbill\nn02007558 flamingo\nn02009229 little blue heron, Egretta caerulea\nn02009912 American egret, great white heron, Egretta albus\nn02011460 bittern\nn02012849 crane\nn02013706 limpkin, Aramus pictus\nn02017213 European gallinule, Porphyrio porphyrio\nn02018207 American coot, marsh hen, mud hen, water hen, Fulica americana\nn02018795 bustard\nn02025239 ruddy turnstone, Arenaria interpres\nn02027492 red-backed sandpiper, dunlin, Erolia alpina\nn02028035 redshank, Tringa totanus\nn02033041 dowitcher\nn02037110 oystercatcher, oyster catcher\nn02051845 pelican\nn02056570 king penguin, Aptenodytes patagonica\nn02058221 albatross, mollymawk\nn02066245 grey whale, gray whale, devilfish, Eschrichtius gibbosus, Eschrichtius robustus\nn02071294 killer whale, killer, orca, grampus, sea wolf, Orcinus orca\nn02074367 dugong, Dugong dugon\nn02077923 sea lion\nn02085620 Chihuahua\nn02085782 Japanese spaniel\nn02085936 Maltese dog, Maltese terrier, Maltese\nn02086079 Pekinese, Pekingese, Peke\nn02086240 Shih-Tzu\nn02086646 Blenheim spaniel\nn02086910 papillon\nn02087046 toy terrier\nn02087394 Rhodesian ridgeback\nn02088094 Afghan hound, Afghan\nn02088238 basset, basset hound\nn02088364 beagle\nn02088466 bloodhound, sleuthhound\nn02088632 bluetick\nn02089078 black-and-tan coonhound\nn02089867 Walker hound, Walker foxhound\nn02089973 English foxhound\nn02090379 redbone\nn02090622 borzoi, Russian wolfhound\nn02090721 Irish wolfhound\nn02091032 Italian greyhound\nn02091134 whippet\nn02091244 Ibizan hound, Ibizan Podenco\nn02091467 Norwegian elkhound, elkhound\nn02091635 otterhound, otter hound\nn02091831 Saluki, gazelle hound\nn02092002 Scottish deerhound, deerhound\nn02092339 Weimaraner\nn02093256 Staffordshire bullterrier, Staffordshire bull terrier\nn02093428 American Staffordshire terrier, Staffordshire terrier, American pit bull terrier, pit bull terrier\nn02093647 Bedlington terrier\nn02093754 Border terrier\nn02093859 Kerry blue terrier\nn02093991 Irish terrier\nn02094114 Norfolk terrier\nn02094258 Norwich terrier\nn02094433 Yorkshire terrier\nn02095314 wire-haired fox terrier\nn02095570 Lakeland terrier\nn02095889 Sealyham terrier, Sealyham\nn02096051 Airedale, Airedale terrier\nn02096177 cairn, cairn terrier\nn02096294 Australian terrier\nn02096437 Dandie Dinmont, Dandie Dinmont terrier\nn02096585 Boston bull, Boston terrier\nn02097047 miniature schnauzer\nn02097130 giant schnauzer\nn02097209 standard schnauzer\nn02097298 Scotch terrier, Scottish terrier, Scottie\nn02097474 Tibetan terrier, chrysanthemum dog\nn02097658 silky terrier, Sydney silky\nn02098105 soft-coated wheaten terrier\nn02098286 West Highland white terrier\nn02098413 Lhasa, Lhasa apso\nn02099267 flat-coated retriever\nn02099429 curly-coated retriever\nn02099601 golden retriever\nn02099712 Labrador retriever\nn02099849 Chesapeake Bay retriever\nn02100236 German short-haired pointer\nn02100583 vizsla, Hungarian pointer\nn02100735 English setter\nn02100877 Irish setter, red setter\nn02101006 Gordon setter\nn02101388 Brittany spaniel\nn02101556 clumber, clumber spaniel\nn02102040 English springer, English springer spaniel\nn02102177 Welsh springer spaniel\nn02102318 cocker spaniel, English cocker spaniel, cocker\nn02102480 Sussex spaniel\nn02102973 Irish water spaniel\nn02104029 kuvasz\nn02104365 schipperke\nn02105056 groenendael\nn02105162 malinois\nn02105251 briard\nn02105412 kelpie\nn02105505 komondor\nn02105641 Old English sheepdog, bobtail\nn02105855 Shetland sheepdog, Shetland sheep dog, Shetland\nn02106030 collie\nn02106166 Border collie\nn02106382 Bouvier des Flandres, Bouviers des Flandres\nn02106550 Rottweiler\nn02106662 German shepherd, German shepherd dog, German police dog, alsatian\nn02107142 Doberman, Doberman pinscher\nn02107312 miniature pinscher\nn02107574 Greater Swiss Mountain dog\nn02107683 Bernese mountain dog\nn02107908 Appenzeller\nn02108000 EntleBucher\nn02108089 boxer\nn02108422 bull mastiff\nn02108551 Tibetan mastiff\nn02108915 French bulldog\nn02109047 Great Dane\nn02109525 Saint Bernard, St Bernard\nn02109961 Eskimo dog, husky\nn02110063 malamute, malemute, Alaskan malamute\nn02110185 Siberian husky\nn02110341 dalmatian, coach dog, carriage dog\nn02110627 affenpinscher, monkey pinscher, monkey dog\nn02110806 basenji\nn02110958 pug, pug-dog\nn02111129 Leonberg\nn02111277 Newfoundland, Newfoundland dog\nn02111500 Great Pyrenees\nn02111889 Samoyed, Samoyede\nn02112018 Pomeranian\nn02112137 chow, chow chow\nn02112350 keeshond\nn02112706 Brabancon griffon\nn02113023 Pembroke, Pembroke Welsh corgi\nn02113186 Cardigan, Cardigan Welsh corgi\nn02113624 toy poodle\nn02113712 miniature poodle\nn02113799 standard poodle\nn02113978 Mexican hairless\nn02114367 timber wolf, grey wolf, gray wolf, Canis lupus\nn02114548 white wolf, Arctic wolf, Canis lupus tundrarum\nn02114712 red wolf, maned wolf, Canis rufus, Canis niger\nn02114855 coyote, prairie wolf, brush wolf, Canis latrans\nn02115641 dingo, warrigal, warragal, Canis dingo\nn02115913 dhole, Cuon alpinus\nn02116738 African hunting dog, hyena dog, Cape hunting dog, Lycaon pictus\nn02117135 hyena, hyaena\nn02119022 red fox, Vulpes vulpes\nn02119789 kit fox, Vulpes macrotis\nn02120079 Arctic fox, white fox, Alopex lagopus\nn02120505 grey fox, gray fox, Urocyon cinereoargenteus\nn02123045 tabby, tabby cat\nn02123159 tiger cat\nn02123394 Persian cat\nn02123597 Siamese cat, Siamese\nn02124075 Egyptian cat\nn02125311 cougar, puma, catamount, mountain lion, painter, panther, Felis concolor\nn02127052 lynx, catamount\nn02128385 leopard, Panthera pardus\nn02128757 snow leopard, ounce, Panthera uncia\nn02128925 jaguar, panther, Panthera onca, Felis onca\nn02129165 lion, king of beasts, Panthera leo\nn02129604 tiger, Panthera tigris\nn02130308 cheetah, chetah, Acinonyx jubatus\nn02132136 brown bear, bruin, Ursus arctos\nn02133161 American black bear, black bear, Ursus americanus, Euarctos americanus\nn02134084 ice bear, polar bear, Ursus Maritimus, Thalarctos maritimus\nn02134418 sloth bear, Melursus ursinus, Ursus ursinus\nn02137549 mongoose\nn02138441 meerkat, mierkat\nn02165105 tiger beetle\nn02165456 ladybug, ladybeetle, lady beetle, ladybird, ladybird beetle\nn02167151 ground beetle, carabid beetle\nn02168699 long-horned beetle, longicorn, longicorn beetle\nn02169497 leaf beetle, chrysomelid\nn02172182 dung beetle\nn02174001 rhinoceros beetle\nn02177972 weevil\nn02190166 fly\nn02206856 bee\nn02219486 ant, emmet, pismire\nn02226429 grasshopper, hopper\nn02229544 cricket\nn02231487 walking stick, walkingstick, stick insect\nn02233338 cockroach, roach\nn02236044 mantis, mantid\nn02256656 cicada, cicala\nn02259212 leafhopper\nn02264363 lacewing, lacewing fly\nn02268443 dragonfly, darning needle, devil's darning needle, sewing needle, snake feeder, snake doctor, mosquito hawk, skeeter hawk\nn02268853 damselfly\nn02276258 admiral\nn02277742 ringlet, ringlet butterfly\nn02279972 monarch, monarch butterfly, milkweed butterfly, Danaus plexippus\nn02280649 cabbage butterfly\nn02281406 sulphur butterfly, sulfur butterfly\nn02281787 lycaenid, lycaenid butterfly\nn02317335 starfish, sea star\nn02319095 sea urchin\nn02321529 sea cucumber, holothurian\nn02325366 wood rabbit, cottontail, cottontail rabbit\nn02326432 hare\nn02328150 Angora, Angora rabbit\nn02342885 hamster\nn02346627 porcupine, hedgehog\nn02356798 fox squirrel, eastern fox squirrel, Sciurus niger\nn02361337 marmot\nn02363005 beaver\nn02364673 guinea pig, Cavia cobaya\nn02389026 sorrel\nn02391049 zebra\nn02395406 hog, pig, grunter, squealer, Sus scrofa\nn02396427 wild boar, boar, Sus scrofa\nn02397096 warthog\nn02398521 hippopotamus, hippo, river horse, Hippopotamus amphibius\nn02403003 ox\nn02408429 water buffalo, water ox, Asiatic buffalo, Bubalus bubalis\nn02410509 bison\nn02412080 ram, tup\nn02415577 bighorn, bighorn sheep, cimarron, Rocky Mountain bighorn, Rocky Mountain sheep, Ovis canadensis\nn02417914 ibex, Capra ibex\nn02422106 hartebeest\nn02422699 impala, Aepyceros melampus\nn02423022 gazelle\nn02437312 Arabian camel, dromedary, Camelus dromedarius\nn02437616 llama\nn02441942 weasel\nn02442845 mink\nn02443114 polecat, fitch, foulmart, foumart, Mustela putorius\nn02443484 black-footed ferret, ferret, Mustela nigripes\nn02444819 otter\nn02445715 skunk, polecat, wood pussy\nn02447366 badger\nn02454379 armadillo\nn02457408 three-toed sloth, ai, Bradypus tridactylus\nn02480495 orangutan, orang, orangutang, Pongo pygmaeus\nn02480855 gorilla, Gorilla gorilla\nn02481823 chimpanzee, chimp, Pan troglodytes\nn02483362 gibbon, Hylobates lar\nn02483708 siamang, Hylobates syndactylus, Symphalangus syndactylus\nn02484975 guenon, guenon monkey\nn02486261 patas, hussar monkey, Erythrocebus patas\nn02486410 baboon\nn02487347 macaque\nn02488291 langur\nn02488702 colobus, colobus monkey\nn02489166 proboscis monkey, Nasalis larvatus\nn02490219 marmoset\nn02492035 capuchin, ringtail, Cebus capucinus\nn02492660 howler monkey, howler\nn02493509 titi, titi monkey\nn02493793 spider monkey, Ateles geoffroyi\nn02494079 squirrel monkey, Saimiri sciureus\nn02497673 Madagascar cat, ring-tailed lemur, Lemur catta\nn02500267 indri, indris, Indri indri, Indri brevicaudatus\nn02504013 Indian elephant, Elephas maximus\nn02504458 African elephant, Loxodonta africana\nn02509815 lesser panda, red panda, panda, bear cat, cat bear, Ailurus fulgens\nn02510455 giant panda, panda, panda bear, coon bear, Ailuropoda melanoleuca\nn02514041 barracouta, snoek\nn02526121 eel\nn02536864 coho, cohoe, coho salmon, blue jack, silver salmon, Oncorhynchus kisutch\nn02606052 rock beauty, Holocanthus tricolor\nn02607072 anemone fish\nn02640242 sturgeon\nn02641379 gar, garfish, garpike, billfish, Lepisosteus osseus\nn02643566 lionfish\nn02655020 puffer, pufferfish, blowfish, globefish\nn02666196 abacus\nn02667093 abaya\nn02669723 academic gown, academic robe, judge's robe\nn02672831 accordion, piano accordion, squeeze box\nn02676566 acoustic guitar\nn02687172 aircraft carrier, carrier, flattop, attack aircraft carrier\nn02690373 airliner\nn02692877 airship, dirigible\nn02699494 altar\nn02701002 ambulance\nn02704792 amphibian, amphibious vehicle\nn02708093 analog clock\nn02727426 apiary, bee house\nn02730930 apron\nn02747177 ashcan, trash can, garbage can, wastebin, ash bin, ash-bin, ashbin, dustbin, trash barrel, trash bin\nn02749479 assault rifle, assault gun\nn02769748 backpack, back pack, knapsack, packsack, rucksack, haversack\nn02776631 bakery, bakeshop, bakehouse\nn02777292 balance beam, beam\nn02782093 balloon\nn02783161 ballpoint, ballpoint pen, ballpen, Biro\nn02786058 Band Aid\nn02787622 banjo\nn02788148 bannister, banister, balustrade, balusters, handrail\nn02790996 barbell\nn02791124 barber chair\nn02791270 barbershop\nn02793495 barn\nn02794156 barometer\nn02795169 barrel, cask\nn02797295 barrow, garden cart, lawn cart, wheelbarrow\nn02799071 baseball\nn02802426 basketball\nn02804414 bassinet\nn02804610 bassoon\nn02807133 bathing cap, swimming cap\nn02808304 bath towel\nn02808440 bathtub, bathing tub, bath, tub\nn02814533 beach wagon, station wagon, wagon, estate car, beach waggon, station waggon, waggon\nn02814860 beacon, lighthouse, beacon light, pharos\nn02815834 beaker\nn02817516 bearskin, busby, shako\nn02823428 beer bottle\nn02823750 beer glass\nn02825657 bell cote, bell cot\nn02834397 bib\nn02835271 bicycle-built-for-two, tandem bicycle, tandem\nn02837789 bikini, two-piece\nn02840245 binder, ring-binder\nn02841315 binoculars, field glasses, opera glasses\nn02843684 birdhouse\nn02859443 boathouse\nn02860847 bobsled, bobsleigh, bob\nn02865351 bolo tie, bolo, bola tie, bola\nn02869837 bonnet, poke bonnet\nn02870880 bookcase\nn02871525 bookshop, bookstore, bookstall\nn02877765 bottlecap\nn02879718 bow\nn02883205 bow tie, bow-tie, bowtie\nn02892201 brass, memorial tablet, plaque\nn02892767 brassiere, bra, bandeau\nn02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty\nn02895154 breastplate, aegis, egis\nn02906734 broom\nn02909870 bucket, pail\nn02910353 buckle\nn02916936 bulletproof vest\nn02917067 bullet train, bullet\nn02927161 butcher shop, meat market\nn02930766 cab, hack, taxi, taxicab\nn02939185 caldron, cauldron\nn02948072 candle, taper, wax light\nn02950826 cannon\nn02951358 canoe\nn02951585 can opener, tin opener\nn02963159 cardigan\nn02965783 car mirror\nn02966193 carousel, carrousel, merry-go-round, roundabout, whirligig\nn02966687 carpenter's kit, tool kit\nn02971356 carton\nn02974003 car wheel\nn02977058 cash machine, cash dispenser, automated teller machine, automatic teller machine, automated teller, automatic teller, ATM\nn02978881 cassette\nn02979186 cassette player\nn02980441 castle\nn02981792 catamaran\nn02988304 CD player\nn02992211 cello, violoncello\nn02992529 cellular telephone, cellular phone, cellphone, cell, mobile phone\nn02999410 chain\nn03000134 chainlink fence\nn03000247 chain mail, ring mail, mail, chain armor, chain armour, ring armor, ring armour\nn03000684 chain saw, chainsaw\nn03014705 chest\nn03016953 chiffonier, commode\nn03017168 chime, bell, gong\nn03018349 china cabinet, china closet\nn03026506 Christmas stocking\nn03028079 church, church building\nn03032252 cinema, movie theater, movie theatre, movie house, picture palace\nn03041632 cleaver, meat cleaver, chopper\nn03042490 cliff dwelling\nn03045698 cloak\nn03047690 clog, geta, patten, sabot\nn03062245 cocktail shaker\nn03063599 coffee mug\nn03063689 coffeepot\nn03065424 coil, spiral, volute, whorl, helix\nn03075370 combination lock\nn03085013 computer keyboard, keypad\nn03089624 confectionery, confectionary, candy store\nn03095699 container ship, containership, container vessel\nn03100240 convertible\nn03109150 corkscrew, bottle screw\nn03110669 cornet, horn, trumpet, trump\nn03124043 cowboy boot\nn03124170 cowboy hat, ten-gallon hat\nn03125729 cradle\nn03126707 crane\nn03127747 crash helmet\nn03127925 crate\nn03131574 crib, cot\nn03133878 Crock Pot\nn03134739 croquet ball\nn03141823 crutch\nn03146219 cuirass\nn03160309 dam, dike, dyke\nn03179701 desk\nn03180011 desktop computer\nn03187595 dial telephone, dial phone\nn03188531 diaper, nappy, napkin\nn03196217 digital clock\nn03197337 digital watch\nn03201208 dining table, board\nn03207743 dishrag, dishcloth\nn03207941 dishwasher, dish washer, dishwashing machine\nn03208938 disk brake, disc brake\nn03216828 dock, dockage, docking facility\nn03218198 dogsled, dog sled, dog sleigh\nn03220513 dome\nn03223299 doormat, welcome mat\nn03240683 drilling platform, offshore rig\nn03249569 drum, membranophone, tympan\nn03250847 drumstick\nn03255030 dumbbell\nn03259280 Dutch oven\nn03271574 electric fan, blower\nn03272010 electric guitar\nn03272562 electric locomotive\nn03290653 entertainment center\nn03291819 envelope\nn03297495 espresso maker\nn03314780 face powder\nn03325584 feather boa, boa\nn03337140 file, file cabinet, filing cabinet\nn03344393 fireboat\nn03345487 fire engine, fire truck\nn03347037 fire screen, fireguard\nn03355925 flagpole, flagstaff\nn03372029 flute, transverse flute\nn03376595 folding chair\nn03379051 football helmet\nn03384352 forklift\nn03388043 fountain\nn03388183 fountain pen\nn03388549 four-poster\nn03393912 freight car\nn03394916 French horn, horn\nn03400231 frying pan, frypan, skillet\nn03404251 fur coat\nn03417042 garbage truck, dustcart\nn03424325 gasmask, respirator, gas helmet\nn03425413 gas pump, gasoline pump, petrol pump, island dispenser\nn03443371 goblet\nn03444034 go-kart\nn03445777 golf ball\nn03445924 golfcart, golf cart\nn03447447 gondola\nn03447721 gong, tam-tam\nn03450230 gown\nn03452741 grand piano, grand\nn03457902 greenhouse, nursery, glasshouse\nn03459775 grille, radiator grille\nn03461385 grocery store, grocery, food market, market\nn03467068 guillotine\nn03476684 hair slide\nn03476991 hair spray\nn03478589 half track\nn03481172 hammer\nn03482405 hamper\nn03483316 hand blower, blow dryer, blow drier, hair dryer, hair drier\nn03485407 hand-held computer, hand-held microcomputer\nn03485794 handkerchief, hankie, hanky, hankey\nn03492542 hard disc, hard disk, fixed disk\nn03494278 harmonica, mouth organ, harp, mouth harp\nn03495258 harp\nn03496892 harvester, reaper\nn03498962 hatchet\nn03527444 holster\nn03529860 home theater, home theatre\nn03530642 honeycomb\nn03532672 hook, claw\nn03534580 hoopskirt, crinoline\nn03535780 horizontal bar, high bar\nn03538406 horse cart, horse-cart\nn03544143 hourglass\nn03584254 iPod\nn03584829 iron, smoothing iron\nn03590841 jack-o'-lantern\nn03594734 jean, blue jean, denim\nn03594945 jeep, landrover\nn03595614 jersey, T-shirt, tee shirt\nn03598930 jigsaw puzzle\nn03599486 jinrikisha, ricksha, rickshaw\nn03602883 joystick\nn03617480 kimono\nn03623198 knee pad\nn03627232 knot\nn03630383 lab coat, laboratory coat\nn03633091 ladle\nn03637318 lampshade, lamp shade\nn03642806 laptop, laptop computer\nn03649909 lawn mower, mower\nn03657121 lens cap, lens cover\nn03658185 letter opener, paper knife, paperknife\nn03661043 library\nn03662601 lifeboat\nn03666591 lighter, light, igniter, ignitor\nn03670208 limousine, limo\nn03673027 liner, ocean liner\nn03676483 lipstick, lip rouge\nn03680355 Loafer\nn03690938 lotion\nn03691459 loudspeaker, speaker, speaker unit, loudspeaker system, speaker system\nn03692522 loupe, jeweler's loupe\nn03697007 lumbermill, sawmill\nn03706229 magnetic compass\nn03709823 mailbag, postbag\nn03710193 mailbox, letter box\nn03710637 maillot\nn03710721 maillot, tank suit\nn03717622 manhole cover\nn03720891 maraca\nn03721384 marimba, xylophone\nn03724870 mask\nn03729826 matchstick\nn03733131 maypole\nn03733281 maze, labyrinth\nn03733805 measuring cup\nn03742115 medicine chest, medicine cabinet\nn03743016 megalith, megalithic structure\nn03759954 microphone, mike\nn03761084 microwave, microwave oven\nn03763968 military uniform\nn03764736 milk can\nn03769881 minibus\nn03770439 miniskirt, mini\nn03770679 minivan\nn03773504 missile\nn03775071 mitten\nn03775546 mixing bowl\nn03776460 mobile home, manufactured home\nn03777568 Model T\nn03777754 modem\nn03781244 monastery\nn03782006 monitor\nn03785016 moped\nn03786901 mortar\nn03787032 mortarboard\nn03788195 mosque\nn03788365 mosquito net\nn03791053 motor scooter, scooter\nn03792782 mountain bike, all-terrain bike, off-roader\nn03792972 mountain tent\nn03793489 mouse, computer mouse\nn03794056 mousetrap\nn03796401 moving van\nn03803284 muzzle\nn03804744 nail\nn03814639 neck brace\nn03814906 necklace\nn03825788 nipple\nn03832673 notebook, notebook computer\nn03837869 obelisk\nn03838899 oboe, hautboy, hautbois\nn03840681 ocarina, sweet potato\nn03841143 odometer, hodometer, mileometer, milometer\nn03843555 oil filter\nn03854065 organ, pipe organ\nn03857828 oscilloscope, scope, cathode-ray oscilloscope, CRO\nn03866082 overskirt\nn03868242 oxcart\nn03868863 oxygen mask\nn03871628 packet\nn03873416 paddle, boat paddle\nn03874293 paddlewheel, paddle wheel\nn03874599 padlock\nn03876231 paintbrush\nn03877472 pajama, pyjama, pj's, jammies\nn03877845 palace\nn03884397 panpipe, pandean pipe, syrinx\nn03887697 paper towel\nn03888257 parachute, chute\nn03888605 parallel bars, bars\nn03891251 park bench\nn03891332 parking meter\nn03895866 passenger car, coach, carriage\nn03899768 patio, terrace\nn03902125 pay-phone, pay-station\nn03903868 pedestal, plinth, footstall\nn03908618 pencil box, pencil case\nn03908714 pencil sharpener\nn03916031 perfume, essence\nn03920288 Petri dish\nn03924679 photocopier\nn03929660 pick, plectrum, plectron\nn03929855 pickelhaube\nn03930313 picket fence, paling\nn03930630 pickup, pickup truck\nn03933933 pier\nn03935335 piggy bank, penny bank\nn03937543 pill bottle\nn03938244 pillow\nn03942813 ping-pong ball\nn03944341 pinwheel\nn03947888 pirate, pirate ship\nn03950228 pitcher, ewer\nn03954731 plane, carpenter's plane, woodworking plane\nn03956157 planetarium\nn03958227 plastic bag\nn03961711 plate rack\nn03967562 plow, plough\nn03970156 plunger, plumber's helper\nn03976467 Polaroid camera, Polaroid Land camera\nn03976657 pole\nn03977966 police van, police wagon, paddy wagon, patrol wagon, wagon, black Maria\nn03980874 poncho\nn03982430 pool table, billiard table, snooker table\nn03983396 pop bottle, soda bottle\nn03991062 pot, flowerpot\nn03992509 potter's wheel\nn03995372 power drill\nn03998194 prayer rug, prayer mat\nn04004767 printer\nn04005630 prison, prison house\nn04008634 projectile, missile\nn04009552 projector\nn04019541 puck, hockey puck\nn04023962 punching bag, punch bag, punching ball, punchball\nn04026417 purse\nn04033901 quill, quill pen\nn04033995 quilt, comforter, comfort, puff\nn04037443 racer, race car, racing car\nn04039381 racket, racquet\nn04040759 radiator\nn04041544 radio, wireless\nn04044716 radio telescope, radio reflector\nn04049303 rain barrel\nn04065272 recreational vehicle, RV, R.V.\nn04067472 reel\nn04069434 reflex camera\nn04070727 refrigerator, icebox\nn04074963 remote control, remote\nn04081281 restaurant, eating house, eating place, eatery\nn04086273 revolver, six-gun, six-shooter\nn04090263 rifle\nn04099969 rocking chair, rocker\nn04111531 rotisserie\nn04116512 rubber eraser, rubber, pencil eraser\nn04118538 rugby ball\nn04118776 rule, ruler\nn04120489 running shoe\nn04125021 safe\nn04127249 safety pin\nn04131690 saltshaker, salt shaker\nn04133789 sandal\nn04136333 sarong\nn04141076 sax, saxophone\nn04141327 scabbard\nn04141975 scale, weighing machine\nn04146614 school bus\nn04147183 schooner\nn04149813 scoreboard\nn04152593 screen, CRT screen\nn04153751 screw\nn04154565 screwdriver\nn04162706 seat belt, seatbelt\nn04179913 sewing machine\nn04192698 shield, buckler\nn04200800 shoe shop, shoe-shop, shoe store\nn04201297 shoji\nn04204238 shopping basket\nn04204347 shopping cart\nn04208210 shovel\nn04209133 shower cap\nn04209239 shower curtain\nn04228054 ski\nn04229816 ski mask\nn04235860 sleeping bag\nn04238763 slide rule, slipstick\nn04239074 sliding door\nn04243546 slot, one-armed bandit\nn04251144 snorkel\nn04252077 snowmobile\nn04252225 snowplow, snowplough\nn04254120 soap dispenser\nn04254680 soccer ball\nn04254777 sock\nn04258138 solar dish, solar collector, solar furnace\nn04259630 sombrero\nn04263257 soup bowl\nn04264628 space bar\nn04265275 space heater\nn04266014 space shuttle\nn04270147 spatula\nn04273569 speedboat\nn04275548 spider web, spider's web\nn04277352 spindle\nn04285008 sports car, sport car\nn04286575 spotlight, spot\nn04296562 stage\nn04310018 steam locomotive\nn04311004 steel arch bridge\nn04311174 steel drum\nn04317175 stethoscope\nn04325704 stole\nn04326547 stone wall\nn04328186 stopwatch, stop watch\nn04330267 stove\nn04332243 strainer\nn04335435 streetcar, tram, tramcar, trolley, trolley car\nn04336792 stretcher\nn04344873 studio couch, day bed\nn04346328 stupa, tope\nn04347754 submarine, pigboat, sub, U-boat\nn04350905 suit, suit of clothes\nn04355338 sundial\nn04355933 sunglass\nn04356056 sunglasses, dark glasses, shades\nn04357314 sunscreen, sunblock, sun blocker\nn04366367 suspension bridge\nn04367480 swab, swob, mop\nn04370456 sweatshirt\nn04371430 swimming trunks, bathing trunks\nn04371774 swing\nn04372370 switch, electric switch, electrical switch\nn04376876 syringe\nn04380533 table lamp\nn04389033 tank, army tank, armored combat vehicle, armoured combat vehicle\nn04392985 tape player\nn04398044 teapot\nn04399382 teddy, teddy bear\nn04404412 television, television system\nn04409515 tennis ball\nn04417672 thatch, thatched roof\nn04418357 theater curtain, theatre curtain\nn04423845 thimble\nn04428191 thresher, thrasher, threshing machine\nn04429376 throne\nn04435653 tile roof\nn04442312 toaster\nn04443257 tobacco shop, tobacconist shop, tobacconist\nn04447861 toilet seat\nn04456115 torch\nn04458633 totem pole\nn04461696 tow truck, tow car, wrecker\nn04462240 toyshop\nn04465501 tractor\nn04467665 trailer truck, tractor trailer, trucking rig, rig, articulated lorry, semi\nn04476259 tray\nn04479046 trench coat\nn04482393 tricycle, trike, velocipede\nn04483307 trimaran\nn04485082 tripod\nn04486054 triumphal arch\nn04487081 trolleybus, trolley coach, trackless trolley\nn04487394 trombone\nn04493381 tub, vat\nn04501370 turnstile\nn04505470 typewriter keyboard\nn04507155 umbrella\nn04509417 unicycle, monocycle\nn04515003 upright, upright piano\nn04517823 vacuum, vacuum cleaner\nn04522168 vase\nn04523525 vault\nn04525038 velvet\nn04525305 vending machine\nn04532106 vestment\nn04532670 viaduct\nn04536866 violin, fiddle\nn04540053 volleyball\nn04542943 waffle iron\nn04548280 wall clock\nn04548362 wallet, billfold, notecase, pocketbook\nn04550184 wardrobe, closet, press\nn04552348 warplane, military plane\nn04553703 washbasin, handbasin, washbowl, lavabo, wash-hand basin\nn04554684 washer, automatic washer, washing machine\nn04557648 water bottle\nn04560804 water jug\nn04562935 water tower\nn04579145 whiskey jug\nn04579432 whistle\nn04584207 wig\nn04589890 window screen\nn04590129 window shade\nn04591157 Windsor tie\nn04591713 wine bottle\nn04592741 wing\nn04596742 wok\nn04597913 wooden spoon\nn04599235 wool, woolen, woollen\nn04604644 worm fence, snake fence, snake-rail fence, Virginia fence\nn04606251 wreck\nn04612504 yawl\nn04613696 yurt\nn06359193 web site, website, internet site, site\nn06596364 comic book\nn06785654 crossword puzzle, crossword\nn06794110 street sign\nn06874185 traffic light, traffic signal, stoplight\nn07248320 book jacket, dust cover, dust jacket, dust wrapper\nn07565083 menu\nn07579787 plate\nn07583066 guacamole\nn07584110 consomme\nn07590611 hot pot, hotpot\nn07613480 trifle\nn07614500 ice cream, icecream\nn07615774 ice lolly, lolly, lollipop, popsicle\nn07684084 French loaf\nn07693725 bagel, beigel\nn07695742 pretzel\nn07697313 cheeseburger\nn07697537 hotdog, hot dog, red hot\nn07711569 mashed potato\nn07714571 head cabbage\nn07714990 broccoli\nn07715103 cauliflower\nn07716358 zucchini, courgette\nn07716906 spaghetti squash\nn07717410 acorn squash\nn07717556 butternut squash\nn07718472 cucumber, cuke\nn07718747 artichoke, globe artichoke\nn07720875 bell pepper\nn07730033 cardoon\nn07734744 mushroom\nn07742313 Granny Smith\nn07745940 strawberry\nn07747607 orange\nn07749582 lemon\nn07753113 fig\nn07753275 pineapple, ananas\nn07753592 banana\nn07754684 jackfruit, jak, jack\nn07760859 custard apple\nn07768694 pomegranate\nn07802026 hay\nn07831146 carbonara\nn07836838 chocolate sauce, chocolate syrup\nn07860988 dough\nn07871810 meat loaf, meatloaf\nn07873807 pizza, pizza pie\nn07875152 potpie\nn07880968 burrito\nn07892512 red wine\nn07920052 espresso\nn07930864 cup\nn07932039 eggnog\nn09193705 alp\nn09229709 bubble\nn09246464 cliff, drop, drop-off\nn09256479 coral reef\nn09288635 geyser\nn09332890 lakeside, lakeshore\nn09399592 promontory, headland, head, foreland\nn09421951 sandbar, sand bar\nn09428293 seashore, coast, seacoast, sea-coast\nn09468604 valley, vale\nn09472597 volcano\nn09835506 ballplayer, baseball player\nn10148035 groom, bridegroom\nn10565667 scuba diver\nn11879895 rapeseed\nn11939491 daisy\nn12057211 yellow lady's slipper, yellow lady-slipper, Cypripedium calceolus, Cypripedium parviflorum\nn12144580 corn\nn12267677 acorn\nn12620546 hip, rose hip, rosehip\nn12768682 buckeye, horse chestnut, conker\nn12985857 coral fungus\nn12998815 agaric\nn13037406 gyromitra\nn13040303 stinkhorn, carrion fungus\nn13044778 earthstar\nn13052670 hen-of-the-woods, hen of the woods, Polyporus frondosus, Grifola frondosa\nn13054560 bolete\nn13133613 ear, spike, capitulum\nn15075141 toilet tissue, toilet paper, bathroom tissue\n"
},
{
"path": "modelvshuman/helper/human_categories.py",
"content": "#!/usr/bin/env python\n\"\"\"human_categories.py\n\nCode to define the class that deals with the specifics\nof the 16 categories used in Robert's human and DNN\nexperiments.\n\n\"\"\"\n\nimport numpy as np\nimport os\n\nfrom . import wordnet_functions as wf\n\n\ndef compute_imagenet_indices_for_category(category):\n \"\"\"Return list of ImageNet indices that correspond to category.\n\n 'category' is part of the 16 classes.\n \"\"\"\n assert category in get_human_object_recognition_categories()\n\n categories = HumanCategories()\n\n indices = []\n for i in range(0, 1000):\n WNID = wf.get_WNID_from_index(i)\n if categories.get_human_category_from_WNID(WNID) == category:\n indices.append(i)\n return indices\n\n\ndef get_human_object_recognition_categories():\n \"\"\"Return the 16 categories that are used for the human experiment.\n \n To be more precise, return the categories that Robert uses in his\n object recognition experiment.\n \"\"\"\n\n return sorted([\"knife\", \"keyboard\", \"elephant\", \"bicycle\", \"airplane\",\n \"clock\", \"oven\", \"chair\", \"bear\", \"boat\", \"cat\",\n \"bottle\", \"truck\", \"car\", \"bird\", \"dog\"])\n\n\ndef get_num_human_categories():\n \"\"\"Return number of categories used in the object recogn. experiment.\"\"\"\n\n return len(get_human_object_recognition_categories())\n\n\nclass HumanCategories(object):\n\n #Note: Some WNIDs may not be part of the ilsvrc2012 database.\n\n # Those WNIDs were generated with:\n # wordnet_functions.get_ilsvrc2012_training_WNID(\"knife\") etc.\n # Since this takes some time, they were collected here for\n # a massive speed-up in computation time.\n # and then Robert manually removed those who are in the\n # excluded categories (documented in vision-model-DNN/human_experiments/\n # /documentation/category_information.ods)\n\n knife = frozenset(['n03041632'])\n\n keyboard = frozenset(['n03085013', 'n04505470'])\n\n elephant = frozenset(['n02504013', 'n02504458'])\n\n bicycle = frozenset(['n02835271', 'n03792782'])\n\n airplane = frozenset(['n02690373', 'n03955296', 'n13861050',\n 'n13941806'])\n\n clock = frozenset(['n02708093', 'n03196217', 'n04548280'])\n\n oven = frozenset(['n03259401', 'n04111414', 'n04111531'])\n\n chair = frozenset(['n02791124', 'n03376595', 'n04099969',\n 'n00605023', 'n04429376'])\n\n bear = frozenset(['n02132136', 'n02133161', 'n02134084',\n 'n02134418'])\n\n boat = frozenset(['n02951358', 'n03344393', 'n03662601',\n 'n04273569', 'n04612373', 'n04612504'])\n\n cat = frozenset([\"n02122878\", \"n02123045\", \"n02123159\",\n \"n02126465\", \"n02123394\", \"n02123597\",\n \"n02124075\", \"n02125311\"])\n\n bottle = frozenset(['n02823428', 'n03937543', 'n03983396',\n 'n04557648', 'n04560804', 'n04579145',\n 'n04591713'])\n\n truck = frozenset(['n03345487', 'n03417042', 'n03770679',\n 'n03796401', 'n00319176', 'n01016201',\n 'n03930630', 'n03930777', 'n05061003',\n 'n06547832', 'n10432053', 'n03977966',\n 'n04461696', 'n04467665'])\n\n car = frozenset(['n02814533', 'n03100240', 'n03100346',\n 'n13419325', 'n04285008'])\n\n bird = frozenset(['n01321123', 'n01514859', 'n01792640',\n 'n07646067', 'n01530575', 'n01531178', 'n01532829',\n 'n01534433', 'n01537544', 'n01558993', 'n01562265',\n 'n01560419', 'n01582220', 'n10281276', 'n01592084',\n 'n01601694', 'n01614925', 'n01616318', 'n01622779',\n 'n01795545', 'n01796340', 'n01797886', 'n01798484',\n 'n01817953', 'n01818515', 'n01819313', 'n01820546',\n 'n01824575', 'n01828970', 'n01829413', 'n01833805',\n 'n01843065', 'n01843383', 'n01855032', 'n01855672',\n 'n07646821', 'n01860187', 'n02002556', 'n02002724',\n 'n02006656', 'n02007558', 'n02009229', 'n02009912',\n 'n02011460', 'n02013706', 'n02017213', 'n02018207',\n 'n02018795', 'n02025239', 'n02027492', 'n02028035',\n 'n02033041', 'n02037110', 'n02051845', 'n02056570'])\n\n dog = frozenset(['n02085782', 'n02085936', 'n02086079',\n 'n02086240', 'n02086646', 'n02086910', 'n02087046',\n 'n02087394', 'n02088094', 'n02088238', 'n02088364',\n 'n02088466', 'n02088632', 'n02089078', 'n02089867',\n 'n02089973', 'n02090379', 'n02090622', 'n02090721',\n 'n02091032', 'n02091134', 'n02091244', 'n02091467',\n 'n02091635', 'n02091831', 'n02092002', 'n02092339',\n 'n02093256', 'n02093428', 'n02093647', 'n02093754',\n 'n02093859', 'n02093991', 'n02094114', 'n02094258',\n 'n02094433', 'n02095314', 'n02095570', 'n02095889',\n 'n02096051', 'n02096294', 'n02096437', 'n02096585',\n 'n02097047', 'n02097130', 'n02097209', 'n02097298',\n 'n02097474', 'n02097658', 'n02098105', 'n02098286',\n 'n02099267', 'n02099429', 'n02099601', 'n02099712',\n 'n02099849', 'n02100236', 'n02100583', 'n02100735',\n 'n02100877', 'n02101006', 'n02101388', 'n02101556',\n 'n02102040', 'n02102177', 'n02102318', 'n02102480',\n 'n02102973', 'n02104029', 'n02104365', 'n02105056',\n 'n02105162', 'n02105251', 'n02105505', 'n02105641',\n 'n02105855', 'n02106030', 'n02106166', 'n02106382',\n 'n02106550', 'n02106662', 'n02107142', 'n02107312',\n 'n02107574', 'n02107683', 'n02107908', 'n02108000',\n 'n02108422', 'n02108551', 'n02108915', 'n02109047',\n 'n02109525', 'n02109961', 'n02110063', 'n02110185',\n 'n02110627', 'n02110806', 'n02110958', 'n02111129',\n 'n02111277', 'n08825211', 'n02111500', 'n02112018',\n 'n02112350', 'n02112706', 'n02113023', 'n02113624',\n 'n02113712', 'n02113799', 'n02113978'])\n\n airplane_indices = [404]\n bear_indices = [294, 295, 296, 297]\n bicycle_indices = [444, 671]\n bird_indices = [8, 10, 11, 12, 13, 14, 15, 16, 18, 19, 20, 22, 23,\n 24, 80, 81, 82, 83, 87, 88, 89, 90, 91, 92, 93,\n 94, 95, 96, 98, 99, 100, 127, 128, 129, 130, 131,\n 132, 133, 135, 136, 137, 138, 139, 140, 141, 142,\n 143, 144, 145]\n boat_indices = [472, 554, 625, 814, 914]\n bottle_indices = [440, 720, 737, 898, 899, 901, 907]\n car_indices = [436, 511, 817]\n cat_indices = [281, 282, 283, 284, 285, 286]\n chair_indices = [423, 559, 765, 857]\n clock_indices = [409, 530, 892]\n dog_indices = [152, 153, 154, 155, 156, 157, 158, 159, 160, 161,\n 162, 163, 164, 165, 166, 167, 168, 169, 170, 171,\n 172, 173, 174, 175, 176, 177, 178, 179, 180, 181,\n 182, 183, 184, 185, 186, 187, 188, 189, 190, 191,\n 193, 194, 195, 196, 197, 198, 199, 200, 201, 202,\n 203, 205, 206, 207, 208, 209, 210, 211, 212, 213,\n 214, 215, 216, 217, 218, 219, 220, 221, 222, 223,\n 224, 225, 226, 228, 229, 230, 231, 232, 233, 234,\n 235, 236, 237, 238, 239, 240, 241, 243, 244, 245,\n 246, 247, 248, 249, 250, 252, 253, 254, 255, 256,\n 257, 259, 261, 262, 263, 265, 266, 267, 268]\n elephant_indices = [385, 386]\n keyboard_indices = [508, 878]\n knife_indices = [499]\n oven_indices = [766]\n truck_indices = [555, 569, 656, 675, 717, 734, 864, 867]\n\n\n def get_human_category_from_WNID(self, wnid):\n \"\"\"Return the MS COCO category for a given WNID.\n\n Returns None if wnid is not part of the 16 human categories.\n\n parameters:\n - wnid: a string containing the wnid of an image, e.g. 'n03658185'\n\n \"\"\"\n \n categories = get_human_object_recognition_categories()\n for c in categories:\n attr = getattr(self, c)\n if wnid in attr:\n return c\n\n return None\n\n def get_imagenet_indices_for_category(self, category):\n \"\"\"Return ImageNet indices that correspond to an entry-level category.\n\n Returns error if 'category' is not part of the 16 human categories.\n\n parameters:\n - category: a string, e.g. \"dog\" or \"knife\"\n \"\"\"\n\n assert category in get_human_object_recognition_categories()\n\n return getattr(self, category+\"_indices\")\n\n"
},
{
"path": "modelvshuman/helper/plotting_helper.py",
"content": "import pandas as pd\nimport os\n\nfrom .. import constants as c\n\n\ndef get_short_imagename(imagename):\n \"\"\"Return image-specific suffix of imagename.\n\n This excludes a possible experiment-specific prefix,\n such as 0001_... for trial #1.\n \"\"\"\n\n splits = imagename.split(\"_\")\n if len(splits) > 1:\n name = splits[-2:]\n if name[0].startswith(\"n0\"):\n # ImageNet image: keep n0... prefix\n name = name[0] + \"_\" + name[1]\n else:\n name = name[1]\n else:\n name = splits[0]\n return name\n\n\ndef read_data(path):\n \"\"\"Read experimental data from csv file.\"\"\"\n\n assert os.path.exists(path)\n df = pd.read_csv(path)\n return df\n\n\ndef read_all_csv_files_from_directory(dir_path):\n\n assert os.path.exists(dir_path)\n assert os.path.isdir(dir_path)\n\n df = pd.DataFrame()\n for f in sorted(os.listdir(dir_path)):\n if f.endswith(\".csv\"):\n df2 = read_data(os.path.join(dir_path, f))\n df2.columns = [c.lower() for c in df2.columns]\n df = pd.concat([df, df2])\n return df\n\n\ndef get_experimental_data(dataset, print_name=False):\n \"\"\"Read all available data for an experiment.\"\"\"\n\n if print_name:\n print(dataset.name)\n experiment_path = os.path.join(c.RAW_DATA_DIR, dataset.name)\n assert os.path.exists(experiment_path), experiment_path + \" does not exist.\"\n\n df = read_all_csv_files_from_directory(experiment_path)\n df.condition = df.condition.astype(str)\n\n for experiment in dataset.experiments:\n if not set(experiment.data_conditions).issubset(set(df.condition.unique())):\n print(set(experiment.data_conditions))\n print(set(df.condition.unique()))\n raise ValueError(\"Condition mismatch\")\n\n df = df.copy()\n df[\"image_id\"] = df[\"imagename\"].apply(get_short_imagename)\n\n return df\n\n\ndef crop_pdfs_in_directory(dir_path, suppress_output=True):\n \"\"\"Crop all PDF plots in a directory (removing white borders),\n\n Args:\n dir_path: path to directory\n \"\"\"\n assert os.path.exists(dir_path)\n assert os.path.isdir(dir_path)\n\n x = \"\"\n if suppress_output:\n x = \" > /dev/null\"\n\n for file in sorted(os.listdir(dir_path)):\n if file.endswith(\".pdf\"):\n fullpath = os.path.join(dir_path, file)\n os.system(\"pdfcrop \" + fullpath + \" \" + fullpath + x)\n\n\n##################################################################\n# QUICK TESTS\n##################################################################\n\nassert get_short_imagename(\"0000_cl_s01_bw_boat_40_n02951358_5952.JPEG\") == \"n02951358_5952.JPEG\"\nassert get_short_imagename(\"airplane1-bicycle2.png\") == \"airplane1-bicycle2.png\"\n"
},
{
"path": "modelvshuman/helper/wordnet_functions.py",
"content": "from os.path import join as pjoin\nimport numpy as np\nfrom shutil import copyfile\nimport os\nimport linecache as lc\n\nfrom .. import constants as c\n\ncategories = None\nWNIDs = None\nIMAGENET_CATEGORIES_FILE = pjoin(c.CODE_DIR, \"helper\", \"categories.txt\")\n\ndef get_filenames_of_category(category, image_labels_path, categories):\n \"\"\"Return a list of filenames of all images belonging to a category.\n\n category - a string specifying a (perhaps broad) category\n image_labels_path - a filepath to a file with all image labels,\n formatted in the ilsvrc2012 format\n categories - a list of all categories of the dataset. The order of\n categories has to be the same as used for the labelling.\n\n \"\"\"\n\n # get indices of all subcategories that belong to the category\n subcategories_list = []\n counter = 0\n for cat in categories:\n if is_hypernym(cat, category):\n subcategories_list.append(counter)\n counter += 1\n\n\n image_list = []\n with open(image_labels_path) as labels_file:\n for line in labels_file:\n image_name, image_label = line.split(\" \")\n\n if int(image_label) in subcategories_list:\n image_list.append(image_name)\n\n return image_list\n\n\ndef hypernyms_in_ilsvrc2012_categories(entity):\n \"\"\"Return all hypernyms of categories.txt for a given entity.\n\n entity - a string, e.g. \"furniture\"\n\n Returns the children of the entity, e.g. \"bed\" and \"chair\" if there were\n both a \"bed\" and a \"chair\" in categories.txt (the imagenet categories).\n If the entity itself is contained, it will be returned as well.\n \"\"\"\n\n return get_hypernyms(\"categories.txt\", entity)\n\n\ndef get_hypernyms(categories_file, entity):\n \"\"\"Return all hypernyms of categories for a given entity.\n\n entity - a string, e.g. \"furniture\"\n\n Returns the children of the entity, e.g. \"bed\" and \"chair\" if there were\n both a \"bed\" and a \"chair\" in the categories.\n If the entity itself is contained, it will be returned as well.\n \"\"\"\n\n hypers = []\n with open(categories_file) as f:\n for line in f:\n category = get_category_from_line(line)\n cat_synset = wn.synsets(category)[0]\n if is_hypernym(category, entity):\n hypers.append(category)\n\n return hypers\n\n\ndef get_ilsvrc2012_training_WNID(entity):\n \"\"\"Return a WNID for each hypernym of entity.\n\n entity - a string, e.g. \"furniture\"\n\n Returns the WNIDs of the children of the entity,\n e.g. \"bed\" and \"chair\" if there were\n both a \"bed\" and a \"chair\" in the ilsvrc2012 categories.\n If the entity itself is contained, it will be returned as well.\n \"\"\"\n\n results = []\n\n hypernyms = hypernyms_in_ilsvrc2012_categories(entity)\n\n for hyper in hypernyms:\n\n with open(\"WNID_synsets_mapping.txt\") as f:\n for line in f:\n category = get_category_from_line(line)\n\n if category == hyper:\n print(line[:9])\n results.append(line[:9])\n\n return results\n\n\ndef num_hypernyms_in_ilsvrc2012(entity):\n \"\"\"Return number of hypernyms in the ilsvrc2012 categories for entity.\"\"\"\n\n return len(hypernyms_in_ilsvrc2012_categories(entity))\n\n\ndef get_ilsvrc2012_categories():\n \"\"\"\n Return the first item of each synset of the ilsvrc2012 categories.\n Categories are lazy-loaded the first time they are needed.\n \"\"\"\n\n global categories\n if categories is None:\n categories = []\n with open(IMAGENET_CATEGORIES_FILE) as f:\n for line in f:\n categories.append(get_category_from_line(line))\n\n return categories\n\n\ndef get_ilsvrc2012_WNIDs():\n \"\"\"\n Return the first item of each synset of the ilsvrc2012 categories.\n Categories are lazy-loaded the first time they are needed.\n \"\"\"\n\n global WNIDs\n if WNIDs is None:\n WNIDs = []\n with open(IMAGENET_CATEGORIES_FILE) as f:\n for line in f:\n WNIDs.append(get_WNID_from_line(line))\n\n return WNIDs\n\n\ndef get_category_from_line(line):\n \"\"\"Return the category without anything else from categories.txt\"\"\"\n\n category = line.split(\",\")[0][10:]\n category = category.replace(\" \", \"_\")\n category = category.replace(\"\\n\", \"\")\n return category\n\n\ndef get_WNID_from_line(line):\n \"\"\"Return the WNID without anything else from categories.txt\"\"\"\n \n WNID = line.split(\" \")[0]\n return WNID\n\n\ndef get_WNID_from_index(index):\n \"\"\"Return WNID given an index of categories.txt\"\"\"\n assert (index >= 0 and index < 1000), \"index needs to be within [0, 999]\"\n\n file_path = IMAGENET_CATEGORIES_FILE\n assert(os.path.exists(file_path)), \"path to categories.txt wrong!\"\n line = lc.getline(file_path, index+1)\n return line.split(\" \")[0]\n\n"
},
{
"path": "modelvshuman/model_evaluator.py",
"content": "import copy\nimport datetime\nimport logging\nimport os\n\nimport torch\nfrom tqdm import tqdm\n\nfrom .datasets import ToTensorflow\nfrom .evaluation import evaluate as e\nfrom .utils import load_dataset, load_model\n\nlogger = logging.getLogger(__name__)\nMAX_NUM_MODELS_IN_CACHE = 3\n\n\ndef device():\n return torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n\n\nclass ModelEvaluator:\n\n def _pytorch_evaluator(self, model_name, model, dataset, *args, **kwargs):\n \"\"\"\n Evaluate Model on the given dataset and return the accuracy.\n Args:\n model_name:\n model:\n dataset:\n *args:\n **kwargs:\n \"\"\"\n\n logging_info = f\"Evaluating model {model_name} on dataset {dataset.name} using Pytorch Evaluator\"\n logger.info(logging_info)\n print(logging_info)\n for metric in dataset.metrics:\n metric.reset()\n with torch.no_grad():\n result_writer = e.ResultPrinter(model_name=model_name,\n dataset=dataset)\n\n for images, target, paths in tqdm(dataset.loader):\n images = images.to(device())\n logits = model.forward_batch(images)\n softmax_output = model.softmax(logits)\n if isinstance(target, torch.Tensor):\n batch_targets = model.to_numpy(target)\n else:\n batch_targets = target\n predictions = dataset.decision_mapping(softmax_output)\n for metric in dataset.metrics:\n metric.update(predictions,\n batch_targets,\n paths)\n if kwargs[\"print_predictions\"]:\n result_writer.print_batch_to_csv(object_response=predictions,\n batch_targets=batch_targets,\n paths=paths)\n\n def _tensorflow_evaluator(self, model_name, model, dataset, *args, **kwargs):\n \"\"\"\n Evaluate Model on the given dataset and return the accuracy.\n Args:\n model_name:\n model:\n dataset:\n *args:\n **kwargs:\n\n Returns:\n accuracy\n \"\"\"\n\n logging_info = f\"Evaluation model {model_name} on dataset {dataset.name} using Tensorflow Evaluator\"\n logger.info(logging_info)\n print(logging_info)\n result_writer = e.ResultPrinter(model_name=model_name,\n dataset=dataset)\n for metric in dataset.metrics:\n metric.reset()\n for images, target, paths in tqdm(dataset.loader):\n logits = model.forward_batch(images)\n softmax_output = model.softmax(logits)\n predictions = dataset.decision_mapping(softmax_output)\n for metric in dataset.metrics:\n metric.update(predictions,\n target,\n paths)\n if kwargs[\"print_predictions\"]:\n result_writer.print_batch_to_csv(object_response=predictions,\n batch_targets=target,\n paths=paths)\n\n def _get_datasets(self, dataset_names, *args, **kwargs):\n dataset_list = []\n for dataset in dataset_names:\n dataset = load_dataset(dataset, *args, **kwargs)\n dataset_list.append(dataset)\n return dataset_list\n\n def _to_tensorflow(self, datasets):\n datasets = copy.deepcopy(datasets)\n new_datasets = []\n for dataset in datasets:\n dataset.loader = ToTensorflow(dataset.loader)\n new_datasets.append(dataset)\n return new_datasets\n\n def _get_evaluator(self, framework):\n if framework == \"tensorflow\":\n return self._tensorflow_evaluator\n elif framework == 'pytorch':\n return self._pytorch_evaluator\n else:\n raise NameError(\"Unsupported evaluator\")\n\n def _remove_model_from_cache(self, framework, model_name):\n\n def _format_name(name):\n return name.lower().replace(\"-\", \"_\")\n\n try:\n if framework == \"pytorch\":\n cachedir = \"/root/.cache/torch/checkpoints/\"\n downloaded_models = os.listdir(cachedir)\n for dm in downloaded_models:\n if _format_name(dm).startswith(_format_name(model_name)):\n os.remove(os.path.join(cachedir, dm))\n except:\n pass\n\n def __call__(self, models, dataset_names, *args, **kwargs):\n \"\"\"\n Wrapper call to _evaluate function.\n\n Args:\n models:\n dataset_names:\n *args:\n **kwargs:\n\n Returns:\n\n \"\"\"\n logging.info(\"Model evaluation.\")\n _datasets = self._get_datasets(dataset_names, *args, **kwargs)\n for model_name in models:\n datasets = _datasets\n model, framework = load_model(model_name, *args)\n evaluator = self._get_evaluator(framework)\n if framework == 'tensorflow':\n datasets = self._to_tensorflow(datasets)\n logger.info(f\"Loaded model: {model_name}\")\n for dataset in datasets:\n # start time\n time_a = datetime.datetime.now()\n evaluator(model_name, model, dataset, *args, **kwargs)\n for metric in dataset.metrics:\n logger.info(str(metric))\n print(metric)\n\n # end time\n time_b = datetime.datetime.now()\n c = time_b - time_a\n\n if kwargs[\"print_predictions\"]:\n # print performances to csv\n for metric in dataset.metrics:\n e.print_performance_to_csv(model_name=model_name,\n dataset_name=dataset.name,\n performance=metric.value,\n metric_name=metric.name)\n if len(models) >= MAX_NUM_MODELS_IN_CACHE:\n self._remove_model_from_cache(framework, model_name)\n\n logger.info(\"Finished evaluation.\")\n"
},
{
"path": "modelvshuman/models/__init__.py",
"content": "from .pytorch import model_zoo as pytorch_model_zoo\nfrom .tensorflow import model_zoo as tensorflow_model_zoo\nfrom .registry import list_models\n\n"
},
{
"path": "modelvshuman/models/pytorch/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/pytorch/adversarially_robust/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/pytorch/adversarially_robust/robust_models.py",
"content": "# Adapted from https://github.com/microsoft/robust-models-transfer by Santiago Cadena\n# @InProceedings{salman2020adversarially,\n# title={Do Adversarially Robust ImageNet Models Transfer Better?},\n# author={Hadi Salman and Andrew Ilyas and Logan Engstrom and Ashish Kapoor and Aleksander Madry},\n# year={2020},\n# booktitle={ArXiv preprint arXiv:2007.08489}\n# }\n\nimport torch\nfrom torch.hub import load_state_dict_from_url\nfrom torchvision.models import resnet50\n\n__all__ = ['resnet50_l2_eps0', 'resnet50_l2_eps0_01', 'resnet50_l2_eps0_03',\n 'resnet50_l2_eps0_05', 'resnet50_l2_eps0_1', 'resnet50_l2_eps0_25',\n 'resnet50_l2_eps0_5', 'resnet50_l2_eps1', 'resnet50_l2_eps3', 'resnet50_l2_eps5']\n\nmodel_urls = {\"resnet50_l2_eps0\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.ckpt\",\n \"resnet50_l2_eps0_01\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.01.ckpt\",\n \"resnet50_l2_eps0_03\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.03.ckpt\",\n \"resnet50_l2_eps0_05\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.05.ckpt\",\n \"resnet50_l2_eps0_1\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.1.ckpt\",\n \"resnet50_l2_eps0_25\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.25.ckpt\",\n \"resnet50_l2_eps0_5\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps0.5.ckpt\",\n \"resnet50_l2_eps1\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps1.ckpt\",\n \"resnet50_l2_eps3\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps3.ckpt\",\n \"resnet50_l2_eps5\": \"https://huggingface.co/madrylab/robust-imagenet-models/resolve/main/resnet50_l2_eps5.ckpt\"}\n\n\ndef _model(arch, model_fn, pretrained, progress, use_data_parallel, **kwargs):\n \n model = model_fn(pretrained=False) \n\n if pretrained:\n checkpoint = load_state_dict_from_url(model_urls[arch], progress=progress)\n sd = {k[len('module.model.'):]:v for k,v in checkpoint['model'].items()\\\n if k[:len('module.model.')] == 'module.model.'} # Consider only the model and not normalizers or attacker\n model.load_state_dict(sd)\n \n model = torch.nn.DataParallel(model) if use_data_parallel else model \n \n return model\n\n \ndef resnet50_l2_eps0(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 0 L2-robustness on ImageNet. Accuracy: 75.80. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps0', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps0_01(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 0.01 L2-robustness on ImageNet. Accuracy: 75.68. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps0_01', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps0_03(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 0.03 L2-robustness on ImageNet. Accuracy: 75.76. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps0_03', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps0_05(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 0.05 L2-robustness on ImageNet. Accuracy: 75.59. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps0_05', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps0_1(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 0.1 L2-robustness on ImageNet. Accuracy: 74.78. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps0_1', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps0_25(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 0.25 L2-robustness on ImageNet. Accuracy: 74.14. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps0_25', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps0_5(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 0.5 L2-robustness on ImageNet. Accuracy: 73.16. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps0_5', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps1(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 1.0 L2-robustness on ImageNet. Accuracy: 70.43. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps1', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps3(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 3.0 L2-robustness on ImageNet. Accuracy: 62.83. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps3', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n\n\ndef resnet50_l2_eps5(pretrained=True, progress=True, use_data_parallel=False, **kwargs):\n r\"\"\" Resnet50 with epsilon 5.0 L2-robustness on ImageNet. Accuracy: 56.13. \n By: https://github.com/microsoft/robust-models-transfer\n \"\"\"\n return _model('resnet50_l2_eps5', resnet50, pretrained, progress, use_data_parallel, **kwargs)\n"
},
{
"path": "modelvshuman/models/pytorch/bagnets/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/pytorch/bagnets/kerasnet.py",
"content": "import keras\nfrom keras.models import load_model\n\n__all__ = ['bagnet9', 'bagnet17', 'bagnet33']\n\nmodel_urls = {\n 'bagnet9': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/d413271344758455ac086992beb579e256447839/bagnet8.h5',\n 'bagnet17': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/d413271344758455ac086992beb579e256447839/bagnet16.h5',\n 'bagnet33': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/d413271344758455ac086992beb579e256447839/bagnet32.h5'\n}\n\n\ndef bagnet9():\n model_path = keras.utils.get_file(\n 'bagnet8.h5',\n model_urls['bagnet9'],\n cache_subdir='models',\n file_hash='5b70adc7c4ff77d932dbba485a5ea1d333a65e777a45511010f22e304a2fdd69')\n\n return load_model(model_path)\n\n\ndef bagnet17():\n model_path = keras.utils.get_file(\n 'bagnet16.h5',\n model_urls['bagnet17'],\n cache_subdir='models',\n file_hash='b262dfee15a86c91e6aa21bfd86505ecd20a539f7f7c72439d5b1d352dd98a1d')\n\n return load_model(model_path)\n\n\ndef bagnet33():\n model_path = keras.utils.get_file(\n 'bagnet32.h5',\n model_urls['bagnet33'],\n cache_subdir='models',\n file_hash='96d8842eec8b8ce5b3bc6a5f4ff3c8c0278df3722c12bc84408e1487811f8f0f')\n\n return load_model(model_path)\n"
},
{
"path": "modelvshuman/models/pytorch/bagnets/pytorchnet.py",
"content": "\"\"\"\nCode from\nhttps://github.com/wielandbrendel/bag-of-local-features-models\nAccessed 02.03.2020\n\"\"\"\nimport math\nimport os\n\nimport torch.nn as nn\nfrom torch.utils import model_zoo\n\ndir_path = os.path.dirname(os.path.realpath(__file__))\n\n__all__ = ['bagnet9', 'bagnet17', 'bagnet33']\n\nmodel_urls = {\n 'bagnet9': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/249e8fa82c0913623a807d9d35eeab9da7dcc2a8/bagnet8-34f4ccd2.pth.tar',\n 'bagnet17': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/249e8fa82c0913623a807d9d35eeab9da7dcc2a8/bagnet16-105524de.pth.tar',\n 'bagnet33': 'https://bitbucket.org/wielandbrendel/bag-of-feature-pretrained-models/raw/249e8fa82c0913623a807d9d35eeab9da7dcc2a8/bagnet32-2ddd53ed.pth.tar',\n}\n\n\nclass Bottleneck(nn.Module):\n expansion = 4\n\n def __init__(self, inplanes, planes, stride=1, downsample=None, kernel_size=1):\n super(Bottleneck, self).__init__()\n # print('Creating bottleneck with kernel size {} and stride {} with padding {}'.format(kernel_size, stride, (kernel_size - 1) // 2))\n self.conv1 = nn.Conv2d(inplanes, planes, kernel_size=1, bias=False)\n self.bn1 = nn.BatchNorm2d(planes)\n self.conv2 = nn.Conv2d(planes, planes, kernel_size=kernel_size, stride=stride,\n padding=0, bias=False) # changed padding from (kernel_size - 1) // 2\n self.bn2 = nn.BatchNorm2d(planes)\n self.conv3 = nn.Conv2d(planes, planes * 4, kernel_size=1, bias=False)\n self.bn3 = nn.BatchNorm2d(planes * 4)\n self.relu = nn.ReLU(inplace=True)\n self.downsample = downsample\n self.stride = stride\n\n def forward(self, x, **kwargs):\n residual = x\n\n out = self.conv1(x)\n out = self.bn1(out)\n out = self.relu(out)\n\n out = self.conv2(out)\n out = self.bn2(out)\n out = self.relu(out)\n\n out = self.conv3(out)\n out = self.bn3(out)\n\n if self.downsample is not None:\n residual = self.downsample(x)\n\n if residual.size(-1) != out.size(-1):\n diff = residual.size(-1) - out.size(-1)\n residual = residual[:, :, :-diff, :-diff]\n\n out += residual\n out = self.relu(out)\n\n return out\n\n\nclass BagNet(nn.Module):\n\n def __init__(self, block, layers, strides=[1, 2, 2, 2], kernel3=[0, 0, 0, 0], num_classes=1000, avg_pool=True):\n self.inplanes = 64\n super(BagNet, self).__init__()\n self.conv1 = nn.Conv2d(3, 64, kernel_size=1, stride=1, padding=0,\n bias=False)\n self.conv2 = nn.Conv2d(64, 64, kernel_size=3, stride=1, padding=0,\n bias=False)\n self.bn1 = nn.BatchNorm2d(64, momentum=0.001)\n self.relu = nn.ReLU(inplace=True)\n self.layer1 = self._make_layer(block, 64, layers[0], stride=strides[0], kernel3=kernel3[0], prefix='layer1')\n self.layer2 = self._make_layer(block, 128, layers[1], stride=strides[1], kernel3=kernel3[1], prefix='layer2')\n self.layer3 = self._make_layer(block, 256, layers[2], stride=strides[2], kernel3=kernel3[2], prefix='layer3')\n self.layer4 = self._make_layer(block, 512, layers[3], stride=strides[3], kernel3=kernel3[3], prefix='layer4')\n self.avgpool = nn.AvgPool2d(1, stride=1)\n self.fc = nn.Linear(512 * block.expansion, num_classes)\n self.avg_pool = avg_pool\n self.block = block\n\n for m in self.modules():\n if isinstance(m, nn.Conv2d):\n n = m.kernel_size[0] * m.kernel_size[1] * m.out_channels\n m.weight.data.normal_(0, math.sqrt(2. / n))\n elif isinstance(m, nn.BatchNorm2d):\n m.weight.data.fill_(1)\n m.bias.data.zero_()\n\n def _make_layer(self, block, planes, blocks, stride=1, kernel3=0, prefix=''):\n downsample = None\n if stride != 1 or self.inplanes != planes * block.expansion:\n downsample = nn.Sequential(\n nn.Conv2d(self.inplanes, planes * block.expansion,\n kernel_size=1, stride=stride, bias=False),\n nn.BatchNorm2d(planes * block.expansion),\n )\n\n layers = []\n kernel = 1 if kernel3 == 0 else 3\n layers.append(block(self.inplanes, planes, stride, downsample, kernel_size=kernel))\n self.inplanes = planes * block.expansion\n for i in range(1, blocks):\n kernel = 1 if kernel3 <= i else 3\n layers.append(block(self.inplanes, planes, kernel_size=kernel))\n\n return nn.Sequential(*layers)\n\n def forward(self, x):\n x = self.conv1(x)\n x = self.conv2(x)\n x = self.bn1(x)\n x = self.relu(x)\n\n x = self.layer1(x)\n x = self.layer2(x)\n x = self.layer3(x)\n x = self.layer4(x)\n\n if self.avg_pool:\n x = nn.AvgPool2d(x.size()[2], stride=1)(x)\n x = x.view(x.size(0), -1)\n x = self.fc(x)\n else:\n x = x.permute(0, 2, 3, 1)\n x = self.fc(x)\n\n return x\n\n\ndef bagnet33(pretrained=False, strides=[2, 2, 2, 1], **kwargs):\n \"\"\"Constructs a Bagnet-33 model.\n\n Args:\n pretrained (bool): If True, returns a model pre-trained on ImageNet\n \"\"\"\n model = BagNet(Bottleneck, [3, 4, 6, 3], strides=strides, kernel3=[1, 1, 1, 1], **kwargs)\n if pretrained:\n model.load_state_dict(model_zoo.load_url(model_urls['bagnet33']))\n return model\n\n\ndef bagnet17(pretrained=False, strides=[2, 2, 2, 1], **kwargs):\n \"\"\"Constructs a Bagnet-17 model.\n\n Args:\n pretrained (bool): If True, returns a model pre-trained on ImageNet\n \"\"\"\n model = BagNet(Bottleneck, [3, 4, 6, 3], strides=strides, kernel3=[1, 1, 1, 0], **kwargs)\n if pretrained:\n model.load_state_dict(model_zoo.load_url(model_urls['bagnet17']))\n return model\n\n\ndef bagnet9(pretrained=False, strides=[2, 2, 2, 1], **kwargs):\n \"\"\"Constructs a Bagnet-9 model.\n\n Args:\n pretrained (bool): If True, returns a model pre-trained on ImageNet\n \"\"\"\n model = BagNet(Bottleneck, [3, 4, 6, 3], strides=strides, kernel3=[1, 1, 0, 0], **kwargs)\n if pretrained:\n model.load_state_dict(model_zoo.load_url(model_urls['bagnet9']))\n return model\n"
},
{
"path": "modelvshuman/models/pytorch/clip/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/pytorch/clip/imagenet_classes.py",
"content": "imagenet_classes = [\"tench\", \"goldfish\", \"great white shark\", \"tiger shark\", \"hammerhead shark\", \"electric ray\", \"stingray\", \"rooster\", \"hen\", \"ostrich\", \"brambling\", \"goldfinch\", \"house finch\", \"junco\", \"indigo bunting\", \"American robin\", \"bulbul\", \"jay\", \"magpie\", \"chickadee\", \"American dipper\", \"kite (bird of prey)\", \"bald eagle\", \"vulture\", \"great grey owl\", \"fire salamander\", \"smooth newt\", \"newt\", \"spotted salamander\", \"axolotl\", \"American bullfrog\", \"tree frog\", \"tailed frog\", \"loggerhead sea turtle\", \"leatherback sea turtle\", \"mud turtle\", \"terrapin\", \"box turtle\", \"banded gecko\", \"green iguana\", \"Carolina anole\", \"desert grassland whiptail lizard\", \"agama\", \"frilled-necked lizard\", \"alligator lizard\", \"Gila monster\", \"European green lizard\", \"chameleon\", \"Komodo dragon\", \"Nile crocodile\", \"American alligator\", \"triceratops\", \"worm snake\", \"ring-necked snake\", \"eastern hog-nosed snake\", \"smooth green snake\", \"kingsnake\", \"garter snake\", \"water snake\", \"vine snake\", \"night snake\", \"boa constrictor\", \"African rock python\", \"Indian cobra\", \"green mamba\", \"sea snake\", \"Saharan horned viper\", \"eastern diamondback rattlesnake\", \"sidewinder rattlesnake\", \"trilobite\", \"harvestman\", \"scorpion\", \"yellow garden spider\", \"barn spider\", \"European garden spider\", \"southern black widow\", \"tarantula\", \"wolf spider\", \"tick\", \"centipede\", \"black grouse\", \"ptarmigan\", \"ruffed grouse\", \"prairie grouse\", \"peafowl\", \"quail\", \"partridge\", \"african grey parrot\", \"macaw\", \"sulphur-crested cockatoo\", \"lorikeet\", \"coucal\", \"bee eater\", \"hornbill\", \"hummingbird\", \"jacamar\", \"toucan\", \"duck\", \"red-breasted merganser\", \"goose\", \"black swan\", \"tusker\", \"echidna\", \"platypus\", \"wallaby\", \"koala\", \"wombat\", \"jellyfish\", \"sea anemone\", \"brain coral\", \"flatworm\", \"nematode\", \"conch\", \"snail\", \"slug\", \"sea slug\", \"chiton\", \"chambered nautilus\", \"Dungeness crab\", \"rock crab\", \"fiddler crab\", \"red king crab\", \"American lobster\", \"spiny lobster\", \"crayfish\", \"hermit crab\", \"isopod\", \"white stork\", \"black stork\", \"spoonbill\", \"flamingo\", \"little blue heron\", \"great egret\", \"bittern bird\", \"crane bird\", \"limpkin\", \"common gallinule\", \"American coot\", \"bustard\", \"ruddy turnstone\", \"dunlin\", \"common redshank\", \"dowitcher\", \"oystercatcher\", \"pelican\", \"king penguin\", \"albatross\", \"grey whale\", \"killer whale\", \"dugong\", \"sea lion\", \"Chihuahua\", \"Japanese Chin\", \"Maltese\", \"Pekingese\", \"Shih Tzu\", \"King Charles Spaniel\", \"Papillon\", \"toy terrier\", \"Rhodesian Ridgeback\", \"Afghan Hound\", \"Basset Hound\", \"Beagle\", \"Bloodhound\", \"Bluetick Coonhound\", \"Black and Tan Coonhound\", \"Treeing Walker Coonhound\", \"English foxhound\", \"Redbone Coonhound\", \"borzoi\", \"Irish Wolfhound\", \"Italian Greyhound\", \"Whippet\", \"Ibizan Hound\", \"Norwegian Elkhound\", \"Otterhound\", \"Saluki\", \"Scottish Deerhound\", \"Weimaraner\", \"Staffordshire Bull Terrier\", \"American Staffordshire Terrier\", \"Bedlington Terrier\", \"Border Terrier\", \"Kerry Blue Terrier\", \"Irish Terrier\", \"Norfolk Terrier\", \"Norwich Terrier\", \"Yorkshire Terrier\", \"Wire Fox Terrier\", \"Lakeland Terrier\", \"Sealyham Terrier\", \"Airedale Terrier\", \"Cairn Terrier\", \"Australian Terrier\", \"Dandie Dinmont Terrier\", \"Boston Terrier\", \"Miniature Schnauzer\", \"Giant Schnauzer\", \"Standard Schnauzer\", \"Scottish Terrier\", \"Tibetan Terrier\", \"Australian Silky Terrier\", \"Soft-coated Wheaten Terrier\", \"West Highland White Terrier\", \"Lhasa Apso\", \"Flat-Coated Retriever\", \"Curly-coated Retriever\", \"Golden Retriever\", \"Labrador Retriever\", \"Chesapeake Bay Retriever\", \"German Shorthaired Pointer\", \"Vizsla\", \"English Setter\", \"Irish Setter\", \"Gordon Setter\", \"Brittany dog\", \"Clumber Spaniel\", \"English Springer Spaniel\", \"Welsh Springer Spaniel\", \"Cocker Spaniel\", \"Sussex Spaniel\", \"Irish Water Spaniel\", \"Kuvasz\", \"Schipperke\", \"Groenendael dog\", \"Malinois\", \"Briard\", \"Australian Kelpie\", \"Komondor\", \"Old English Sheepdog\", \"Shetland Sheepdog\", \"collie\", \"Border Collie\", \"Bouvier des Flandres dog\", \"Rottweiler\", \"German Shepherd Dog\", \"Dobermann\", \"Miniature Pinscher\", \"Greater Swiss Mountain Dog\", \"Bernese Mountain Dog\", \"Appenzeller Sennenhund\", \"Entlebucher Sennenhund\", \"Boxer\", \"Bullmastiff\", \"Tibetan Mastiff\", \"French Bulldog\", \"Great Dane\", \"St. Bernard\", \"husky\", \"Alaskan Malamute\", \"Siberian Husky\", \"Dalmatian\", \"Affenpinscher\", \"Basenji\", \"pug\", \"Leonberger\", \"Newfoundland dog\", \"Great Pyrenees dog\", \"Samoyed\", \"Pomeranian\", \"Chow Chow\", \"Keeshond\", \"brussels griffon\", \"Pembroke Welsh Corgi\", \"Cardigan Welsh Corgi\", \"Toy Poodle\", \"Miniature Poodle\", \"Standard Poodle\", \"Mexican hairless dog (xoloitzcuintli)\", \"grey wolf\", \"Alaskan tundra wolf\", \"red wolf or maned wolf\", \"coyote\", \"dingo\", \"dhole\", \"African wild dog\", \"hyena\", \"red fox\", \"kit fox\", \"Arctic fox\", \"grey fox\", \"tabby cat\", \"tiger cat\", \"Persian cat\", \"Siamese cat\", \"Egyptian Mau\", \"cougar\", \"lynx\", \"leopard\", \"snow leopard\", \"jaguar\", \"lion\", \"tiger\", \"cheetah\", \"brown bear\", \"American black bear\", \"polar bear\", \"sloth bear\", \"mongoose\", \"meerkat\", \"tiger beetle\", \"ladybug\", \"ground beetle\", \"longhorn beetle\", \"leaf beetle\", \"dung beetle\", \"rhinoceros beetle\", \"weevil\", \"fly\", \"bee\", \"ant\", \"grasshopper\", \"cricket insect\", \"stick insect\", \"cockroach\", \"praying mantis\", \"cicada\", \"leafhopper\", \"lacewing\", \"dragonfly\", \"damselfly\", \"red admiral butterfly\", \"ringlet butterfly\", \"monarch butterfly\", \"small white butterfly\", \"sulphur butterfly\", \"gossamer-winged butterfly\", \"starfish\", \"sea urchin\", \"sea cucumber\", \"cottontail rabbit\", \"hare\", \"Angora rabbit\", \"hamster\", \"porcupine\", \"fox squirrel\", \"marmot\", \"beaver\", \"guinea pig\", \"common sorrel horse\", \"zebra\", \"pig\", \"wild boar\", \"warthog\", \"hippopotamus\", \"ox\", \"water buffalo\", \"bison\", \"ram (adult male sheep)\", \"bighorn sheep\", \"Alpine ibex\", \"hartebeest\", \"impala (antelope)\", \"gazelle\", \"arabian camel\", \"llama\", \"weasel\", \"mink\", \"European polecat\", \"black-footed ferret\", \"otter\", \"skunk\", \"badger\", \"armadillo\", \"three-toed sloth\", \"orangutan\", \"gorilla\", \"chimpanzee\", \"gibbon\", \"siamang\", \"guenon\", \"patas monkey\", \"baboon\", \"macaque\", \"langur\", \"black-and-white colobus\", \"proboscis monkey\", \"marmoset\", \"white-headed capuchin\", \"howler monkey\", \"titi monkey\", \"Geoffroy's spider monkey\", \"common squirrel monkey\", \"ring-tailed lemur\", \"indri\", \"Asian elephant\", \"African bush elephant\", \"red panda\", \"giant panda\", \"snoek fish\", \"eel\", \"silver salmon\", \"rock beauty fish\", \"clownfish\", \"sturgeon\", \"gar fish\", \"lionfish\", \"pufferfish\", \"abacus\", \"abaya\", \"academic gown\", \"accordion\", \"acoustic guitar\", \"aircraft carrier\", \"airliner\", \"airship\", \"altar\", \"ambulance\", \"amphibious vehicle\", \"analog clock\", \"apiary\", \"apron\", \"trash can\", \"assault rifle\", \"backpack\", \"bakery\", \"balance beam\", \"balloon\", \"ballpoint pen\", \"Band-Aid\", \"banjo\", \"baluster / handrail\", \"barbell\", \"barber chair\", \"barbershop\", \"barn\", \"barometer\", \"barrel\", \"wheelbarrow\", \"baseball\", \"basketball\", \"bassinet\", \"bassoon\", \"swimming cap\", \"bath towel\", \"bathtub\", \"station wagon\", \"lighthouse\", \"beaker\", \"military hat (bearskin or shako)\", \"beer bottle\", \"beer glass\", \"bell tower\", \"baby bib\", \"tandem bicycle\", \"bikini\", \"ring binder\", \"binoculars\", \"birdhouse\", \"boathouse\", \"bobsleigh\", \"bolo tie\", \"poke bonnet\", \"bookcase\", \"bookstore\", \"bottle cap\", \"hunting bow\", \"bow tie\", \"brass memorial plaque\", \"bra\", \"breakwater\", \"breastplate\", \"broom\", \"bucket\", \"buckle\", \"bulletproof vest\", \"high-speed train\", \"butcher shop\", \"taxicab\", \"cauldron\", \"candle\", \"cannon\", \"canoe\", \"can opener\", \"cardigan\", \"car mirror\", \"carousel\", \"tool kit\", \"cardboard box / carton\", \"car wheel\", \"automated teller machine\", \"cassette\", \"cassette player\", \"castle\", \"catamaran\", \"CD player\", \"cello\", \"mobile phone\", \"chain\", \"chain-link fence\", \"chain mail\", \"chainsaw\", \"storage chest\", \"chiffonier\", \"bell or wind chime\", \"china cabinet\", \"Christmas stocking\", \"church\", \"movie theater\", \"cleaver\", \"cliff dwelling\", \"cloak\", \"clogs\", \"cocktail shaker\", \"coffee mug\", \"coffeemaker\", \"spiral or coil\", \"combination lock\", \"computer keyboard\", \"candy store\", \"container ship\", \"convertible\", \"corkscrew\", \"cornet\", \"cowboy boot\", \"cowboy hat\", \"cradle\", \"construction crane\", \"crash helmet\", \"crate\", \"infant bed\", \"Crock Pot\", \"croquet ball\", \"crutch\", \"cuirass\", \"dam\", \"desk\", \"desktop computer\", \"rotary dial telephone\", \"diaper\", \"digital clock\", \"digital watch\", \"dining table\", \"dishcloth\", \"dishwasher\", \"disc brake\", \"dock\", \"dog sled\", \"dome\", \"doormat\", \"drilling rig\", \"drum\", \"drumstick\", \"dumbbell\", \"Dutch oven\", \"electric fan\", \"electric guitar\", \"electric locomotive\", \"entertainment center\", \"envelope\", \"espresso machine\", \"face powder\", \"feather boa\", \"filing cabinet\", \"fireboat\", \"fire truck\", \"fire screen\", \"flagpole\", \"flute\", \"folding chair\", \"football helmet\", \"forklift\", \"fountain\", \"fountain pen\", \"four-poster bed\", \"freight car\", \"French horn\", \"frying pan\", \"fur coat\", \"garbage truck\", \"gas mask or respirator\", \"gas pump\", \"goblet\", \"go-kart\", \"golf ball\", \"golf cart\", \"gondola\", \"gong\", \"gown\", \"grand piano\", \"greenhouse\", \"radiator grille\", \"grocery store\", \"guillotine\", \"hair clip\", \"hair spray\", \"half-track\", \"hammer\", \"hamper\", \"hair dryer\", \"hand-held computer\", \"handkerchief\", \"hard disk drive\", \"harmonica\", \"harp\", \"combine harvester\", \"hatchet\", \"holster\", \"home theater\", \"honeycomb\", \"hook\", \"hoop skirt\", \"gymnastic horizontal bar\", \"horse-drawn vehicle\", \"hourglass\", \"iPod\", \"clothes iron\", \"carved pumpkin\", \"jeans\", \"jeep\", \"T-shirt\", \"jigsaw puzzle\", \"rickshaw\", \"joystick\", \"kimono\", \"knee pad\", \"knot\", \"lab coat\", \"ladle\", \"lampshade\", \"laptop computer\", \"lawn mower\", \"lens cap\", \"letter opener\", \"library\", \"lifeboat\", \"lighter\", \"limousine\", \"ocean liner\", \"lipstick\", \"slip-on shoe\", \"lotion\", \"music speaker\", \"loupe magnifying glass\", \"sawmill\", \"magnetic compass\", \"messenger bag\", \"mailbox\", \"tights\", \"one-piece bathing suit\", \"manhole cover\", \"maraca\", \"marimba\", \"mask\", \"matchstick\", \"maypole\", \"maze\", \"measuring cup\", \"medicine cabinet\", \"megalith\", \"microphone\", \"microwave oven\", \"military uniform\", \"milk can\", \"minibus\", \"miniskirt\", \"minivan\", \"missile\", \"mitten\", \"mixing bowl\", \"mobile home\", \"ford model t\", \"modem\", \"monastery\", \"monitor\", \"moped\", \"mortar and pestle\", \"graduation cap\", \"mosque\", \"mosquito net\", \"vespa\", \"mountain bike\", \"tent\", \"computer mouse\", \"mousetrap\", \"moving van\", \"muzzle\", \"metal nail\", \"neck brace\", \"necklace\", \"baby pacifier\", \"notebook computer\", \"obelisk\", \"oboe\", \"ocarina\", \"odometer\", \"oil filter\", \"pipe organ\", \"oscilloscope\", \"overskirt\", \"bullock cart\", \"oxygen mask\", \"product packet / packaging\", \"paddle\", \"paddle wheel\", \"padlock\", \"paintbrush\", \"pajamas\", \"palace\", \"pan flute\", \"paper towel\", \"parachute\", \"parallel bars\", \"park bench\", \"parking meter\", \"railroad car\", \"patio\", \"payphone\", \"pedestal\", \"pencil case\", \"pencil sharpener\", \"perfume\", \"Petri dish\", \"photocopier\", \"plectrum\", \"Pickelhaube\", \"picket fence\", \"pickup truck\", \"pier\", \"piggy bank\", \"pill bottle\", \"pillow\", \"ping-pong ball\", \"pinwheel\", \"pirate ship\", \"drink pitcher\", \"block plane\", \"planetarium\", \"plastic bag\", \"plate rack\", \"farm plow\", \"plunger\", \"Polaroid camera\", \"pole\", \"police van\", \"poncho\", \"pool table\", \"soda bottle\", \"plant pot\", \"potter's wheel\", \"power drill\", \"prayer rug\", \"printer\", \"prison\", \"missile\", \"projector\", \"hockey puck\", \"punching bag\", \"purse\", \"quill\", \"quilt\", \"race car\", \"racket\", \"radiator\", \"radio\", \"radio telescope\", \"rain barrel\", \"recreational vehicle\", \"fishing casting reel\", \"reflex camera\", \"refrigerator\", \"remote control\", \"restaurant\", \"revolver\", \"rifle\", \"rocking chair\", \"rotisserie\", \"eraser\", \"rugby ball\", \"ruler measuring stick\", \"sneaker\", \"safe\", \"safety pin\", \"salt shaker\", \"sandal\", \"sarong\", \"saxophone\", \"scabbard\", \"weighing scale\", \"school bus\", \"schooner\", \"scoreboard\", \"CRT monitor\", \"screw\", \"screwdriver\", \"seat belt\", \"sewing machine\", \"shield\", \"shoe store\", \"shoji screen / room divider\", \"shopping basket\", \"shopping cart\", \"shovel\", \"shower cap\", \"shower curtain\", \"ski\", \"balaclava ski mask\", \"sleeping bag\", \"slide rule\", \"sliding door\", \"slot machine\", \"snorkel\", \"snowmobile\", \"snowplow\", \"soap dispenser\", \"soccer ball\", \"sock\", \"solar thermal collector\", \"sombrero\", \"soup bowl\", \"keyboard space bar\", \"space heater\", \"space shuttle\", \"spatula\", \"motorboat\", \"spider web\", \"spindle\", \"sports car\", \"spotlight\", \"stage\", \"steam locomotive\", \"through arch bridge\", \"steel drum\", \"stethoscope\", \"scarf\", \"stone wall\", \"stopwatch\", \"stove\", \"strainer\", \"tram\", \"stretcher\", \"couch\", \"stupa\", \"submarine\", \"suit\", \"sundial\", \"sunglasses\", \"sunglasses\", \"sunscreen\", \"suspension bridge\", \"mop\", \"sweatshirt\", \"swim trunks / shorts\", \"swing\", \"electrical switch\", \"syringe\", \"table lamp\", \"tank\", \"tape player\", \"teapot\", \"teddy bear\", \"television\", \"tennis ball\", \"thatched roof\", \"front curtain\", \"thimble\", \"threshing machine\", \"throne\", \"tile roof\", \"toaster\", \"tobacco shop\", \"toilet seat\", \"torch\", \"totem pole\", \"tow truck\", \"toy store\", \"tractor\", \"semi-trailer truck\", \"tray\", \"trench coat\", \"tricycle\", \"trimaran\", \"tripod\", \"triumphal arch\", \"trolleybus\", \"trombone\", \"hot tub\", \"turnstile\", \"typewriter keyboard\", \"umbrella\", \"unicycle\", \"upright piano\", \"vacuum cleaner\", \"vase\", \"vaulted or arched ceiling\", \"velvet fabric\", \"vending machine\", \"vestment\", \"viaduct\", \"violin\", \"volleyball\", \"waffle iron\", \"wall clock\", \"wallet\", \"wardrobe\", \"military aircraft\", \"sink\", \"washing machine\", \"water bottle\", \"water jug\", \"water tower\", \"whiskey jug\", \"whistle\", \"hair wig\", \"window screen\", \"window shade\", \"Windsor tie\", \"wine bottle\", \"airplane wing\", \"wok\", \"wooden spoon\", \"wool\", \"split-rail fence\", \"shipwreck\", \"sailboat\", \"yurt\", \"website\", \"comic book\", \"crossword\", \"traffic or street sign\", \"traffic light\", \"dust jacket\", \"menu\", \"plate\", \"guacamole\", \"consomme\", \"hot pot\", \"trifle\", \"ice cream\", \"popsicle\", \"baguette\", \"bagel\", \"pretzel\", \"cheeseburger\", \"hot dog\", \"mashed potatoes\", \"cabbage\", \"broccoli\", \"cauliflower\", \"zucchini\", \"spaghetti squash\", \"acorn squash\", \"butternut squash\", \"cucumber\", \"artichoke\", \"bell pepper\", \"cardoon\", \"mushroom\", \"Granny Smith apple\", \"strawberry\", \"orange\", \"lemon\", \"fig\", \"pineapple\", \"banana\", \"jackfruit\", \"cherimoya (custard apple)\", \"pomegranate\", \"hay\", \"carbonara\", \"chocolate syrup\", \"dough\", \"meatloaf\", \"pizza\", \"pot pie\", \"burrito\", \"red wine\", \"espresso\", \"tea cup\", \"eggnog\", \"mountain\", \"bubble\", \"cliff\", \"coral reef\", \"geyser\", \"lakeshore\", \"promontory\", \"sandbar\", \"beach\", \"valley\", \"volcano\", \"baseball player\", \"bridegroom\", \"scuba diver\", \"rapeseed\", \"daisy\", \"yellow lady's slipper\", \"corn\", \"acorn\", \"rose hip\", \"horse chestnut seed\", \"coral fungus\", \"agaric\", \"gyromitra\", \"stinkhorn mushroom\", \"earth star fungus\", \"hen of the woods mushroom\", \"bolete\", \"corn cob\", \"toilet paper\"]"
},
{
"path": "modelvshuman/models/pytorch/clip/imagenet_templates.py",
"content": "imagenet_templates = [\n 'a bad photo of a {}.',\n 'a photo of many {}.',\n 'a sculpture of a {}.',\n 'a photo of the hard to see {}.',\n 'a low resolution photo of the {}.',\n 'a rendering of a {}.',\n 'graffiti of a {}.',\n 'a bad photo of the {}.',\n 'a cropped photo of the {}.',\n 'a tattoo of a {}.',\n 'the embroidered {}.',\n 'a photo of a hard to see {}.',\n 'a bright photo of a {}.',\n 'a photo of a clean {}.',\n 'a photo of a dirty {}.',\n 'a dark photo of the {}.',\n 'a drawing of a {}.',\n 'a photo of my {}.',\n 'the plastic {}.',\n 'a photo of the cool {}.',\n 'a close-up photo of a {}.',\n 'a black and white photo of the {}.',\n 'a painting of the {}.',\n 'a painting of a {}.',\n 'a pixelated photo of the {}.',\n 'a sculpture of the {}.',\n 'a bright photo of the {}.',\n 'a cropped photo of a {}.',\n 'a plastic {}.',\n 'a photo of the dirty {}.',\n 'a jpeg corrupted photo of a {}.',\n 'a blurry photo of the {}.',\n 'a photo of the {}.',\n 'a good photo of the {}.',\n 'a rendering of the {}.',\n 'a {} in a video game.',\n 'a photo of one {}.',\n 'a doodle of a {}.',\n 'a close-up photo of the {}.',\n 'a photo of a {}.',\n 'the origami {}.',\n 'the {} in a video game.',\n 'a sketch of a {}.',\n 'a doodle of the {}.',\n 'a origami {}.',\n 'a low resolution photo of a {}.',\n 'the toy {}.',\n 'a rendition of the {}.',\n 'a photo of the clean {}.',\n 'a photo of a large {}.',\n 'a rendition of a {}.',\n 'a photo of a nice {}.',\n 'a photo of a weird {}.',\n 'a blurry photo of a {}.',\n 'a cartoon {}.',\n 'art of a {}.',\n 'a sketch of the {}.',\n 'a embroidered {}.',\n 'a pixelated photo of a {}.',\n 'itap of the {}.',\n 'a jpeg corrupted photo of the {}.',\n 'a good photo of a {}.',\n 'a plushie {}.',\n 'a photo of the nice {}.',\n 'a photo of the small {}.',\n 'a photo of the weird {}.',\n 'the cartoon {}.',\n 'art of the {}.',\n 'a drawing of the {}.',\n 'a photo of the large {}.',\n 'a black and white photo of a {}.',\n 'the plushie {}.',\n 'a dark photo of a {}.',\n 'itap of a {}.',\n 'graffiti of the {}.',\n 'a toy {}.',\n 'itap of my {}.',\n 'a photo of a cool {}.',\n 'a photo of a small {}.',\n 'a tattoo of the {}.',\n]"
},
{
"path": "modelvshuman/models/pytorch/model_zoo.py",
"content": "#!/usr/bin/env python3\nimport torch\n\nfrom ..registry import register_model\nfrom ..wrappers.pytorch import PytorchModel, PyContrastPytorchModel, ClipPytorchModel, \\\n ViTPytorchModel, EfficientNetPytorchModel, SwagPytorchModel\n\n_PYTORCH_IMAGE_MODELS = \"rwightman/pytorch-image-models\"\n\n_EFFICIENTNET_MODELS = \"rwightman/gen-efficientnet-pytorch\"\n\n\ndef model_pytorch(model_name, *args):\n import torchvision.models as zoomodels\n model = zoomodels.__dict__[model_name](pretrained=True)\n model = torch.nn.DataParallel(model)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_trained_on_SIN(model_name, *args):\n from .shapenet import texture_shape_models as tsm\n model = tsm.load_model(model_name)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_trained_on_SIN_and_IN(model_name, *args):\n from .shapenet import texture_shape_models as tsm\n model = tsm.load_model(model_name)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_trained_on_SIN_and_IN_then_finetuned_on_IN(model_name, *args):\n from .shapenet import texture_shape_models as tsm\n model = tsm.load_model(model_name)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef bagnet9(model_name, *args):\n from .bagnets.pytorchnet import bagnet9\n model = bagnet9(pretrained=True)\n model = torch.nn.DataParallel(model)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef bagnet17(model_name, *args):\n from .bagnets.pytorchnet import bagnet17\n model = bagnet17(pretrained=True)\n model = torch.nn.DataParallel(model)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef bagnet33(model_name, *args):\n from .bagnets.pytorchnet import bagnet33\n model = bagnet33(pretrained=True)\n model = torch.nn.DataParallel(model)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef simclr_resnet50x1_supervised_baseline(model_name, *args):\n from .simclr import simclr_resnet50x1_supervised_baseline\n model = simclr_resnet50x1_supervised_baseline(pretrained=True, use_data_parallel=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef simclr_resnet50x4_supervised_baseline(model_name, *args):\n from .simclr import simclr_resnet50x4_supervised_baseline\n model = simclr_resnet50x4_supervised_baseline(pretrained=True, use_data_parallel=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef simclr_resnet50x1(model_name, *args):\n from .simclr import simclr_resnet50x1\n model = simclr_resnet50x1(pretrained=True, use_data_parallel=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef simclr_resnet50x2(model_name, *args):\n from .simclr import simclr_resnet50x2\n model = simclr_resnet50x2(pretrained=True, use_data_parallel=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef simclr_resnet50x4(model_name, *args):\n from .simclr import simclr_resnet50x4\n model = simclr_resnet50x4(pretrained=True,\n use_data_parallel=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef InsDis(model_name, *args):\n from .pycontrast.pycontrast_resnet50 import InsDis\n model, classifier = InsDis(pretrained=True)\n return PyContrastPytorchModel(*(model, classifier), model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef MoCo(model_name, *args):\n from .pycontrast.pycontrast_resnet50 import MoCo\n model, classifier = MoCo(pretrained=True)\n return PyContrastPytorchModel(*(model, classifier), model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef MoCoV2(model_name, *args):\n from .pycontrast.pycontrast_resnet50 import MoCoV2\n model, classifier = MoCoV2(pretrained=True)\n return PyContrastPytorchModel(*(model, classifier), model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef PIRL(model_name, *args):\n from .pycontrast.pycontrast_resnet50 import PIRL\n model, classifier = PIRL(pretrained=True)\n return PyContrastPytorchModel(*(model, classifier), model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef InfoMin(model_name, *args):\n from .pycontrast.pycontrast_resnet50 import InfoMin\n model, classifier = InfoMin(pretrained=True)\n return PyContrastPytorchModel(*(model, classifier), model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps0(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps0\n model = resnet50_l2_eps0()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps0_01(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps0_01\n model = resnet50_l2_eps0_01()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps0_03(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps0_03\n model = resnet50_l2_eps0_03()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps0_05(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps0_05\n model = resnet50_l2_eps0_05()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps0_1(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps0_1\n model = resnet50_l2_eps0_1()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps0_25(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps0_25\n model = resnet50_l2_eps0_25()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps0_5(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps0_5\n model = resnet50_l2_eps0_5()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps1(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps1\n model = resnet50_l2_eps1()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps3(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps3\n model = resnet50_l2_eps3()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_l2_eps5(model_name, *args):\n from .adversarially_robust.robust_models import resnet50_l2_eps5\n model = resnet50_l2_eps5()\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef efficientnet_b0(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef efficientnet_es(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef efficientnet_b0_noisy_student(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n \"tf_efficientnet_b0_ns\",\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef efficientnet_l2_noisy_student_475(model_name, *args):\n model = torch.hub.load(_EFFICIENTNET_MODELS,\n \"tf_efficientnet_l2_ns_475\",\n pretrained=True)\n return EfficientNetPytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef transformer_B16_IN21K(model_name, *args):\n from pytorch_pretrained_vit import ViT\n model = ViT('B_16_imagenet1k', pretrained=True)\n return ViTPytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef transformer_B32_IN21K(model_name, *args):\n from pytorch_pretrained_vit import ViT\n model = ViT('B_32_imagenet1k', pretrained=True)\n return ViTPytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef transformer_L16_IN21K(model_name, *args):\n from pytorch_pretrained_vit import ViT\n model = ViT('L_16_imagenet1k', pretrained=True)\n return ViTPytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef transformer_L32_IN21K(model_name, *args):\n from pytorch_pretrained_vit import ViT\n model = ViT('L_32_imagenet1k', pretrained=True)\n return ViTPytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef vit_small_patch16_224(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n img_size = (224, 224)\n return ViTPytorchModel(model, model_name, img_size, *args)\n\n\n@register_model(\"pytorch\")\ndef vit_base_patch16_224(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n img_size = (224, 224)\n return ViTPytorchModel(model, model_name, img_size, *args)\n\n\n@register_model(\"pytorch\")\ndef vit_large_patch16_224(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n img_size = (224, 224)\n return ViTPytorchModel(model, model_name, img_size, *args)\n\n\n@register_model(\"pytorch\")\ndef cspresnet50(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef cspresnext50(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef cspdarknet53(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef darknet53(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef dpn68(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef dpn68b(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef dpn92(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef dpn98(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef dpn131(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef dpn107(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w18_small(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w18_small(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w18_small_v2(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w18(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w30(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w40(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w44(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w48(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef hrnet_w64(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef selecsls42(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef selecsls84(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef selecsls42b(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef selecsls60(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef selecsls60b(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n model_name,\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef clip(model_name, *args):\n import clip\n model, _ = clip.load(\"ViT-B/32\")\n return ClipPytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef clipRN50(model_name, *args):\n import clip\n model, _ = clip.load(\"RN50\")\n return ClipPytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_swsl(model_name, *args):\n model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models',\n 'resnet50_swsl')\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef ResNeXt101_32x16d_swsl(model_name, *args):\n model = torch.hub.load('facebookresearch/semi-supervised-ImageNet1K-models',\n 'resnext101_32x16d_swsl')\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef BiTM_resnetv2_50x1(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n \"resnetv2_50x1_bitm\",\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef BiTM_resnetv2_50x3(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n \"resnetv2_50x3_bitm\",\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef BiTM_resnetv2_101x1(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n \"resnetv2_101x1_bitm\",\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef BiTM_resnetv2_101x3(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n \"resnetv2_101x3_bitm\",\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef BiTM_resnetv2_152x2(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n \"resnetv2_152x2_bitm\",\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef BiTM_resnetv2_152x4(model_name, *args):\n model = torch.hub.load(_PYTORCH_IMAGE_MODELS,\n \"resnetv2_152x4_bitm\",\n pretrained=True)\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_clip_hard_labels(model_name, *args):\n import torchvision.models as zoomodels\n model = zoomodels.__dict__[\"resnet50\"](pretrained=False)\n model = torch.nn.DataParallel(model)\n checkpoint = torch.hub.load_state_dict_from_url(\"https://github.com/bethgelab/model-vs-human/releases/download/v0.3\"\n \"/ResNet50_clip_hard_labels.pth\",map_location='cpu')\n model.load_state_dict(checkpoint[\"state_dict\"])\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef resnet50_clip_soft_labels(model_name, *args):\n import torchvision.models as zoomodels\n model = zoomodels.__dict__[\"resnet50\"](pretrained=False)\n model = torch.nn.DataParallel(model)\n checkpoint = torch.hub.load_state_dict_from_url(\"https://github.com/bethgelab/model-vs-human/releases/download/v0.3\"\n \"/ResNet50_clip_soft_labels.pth\", map_location='cpu')\n model.load_state_dict(checkpoint[\"state_dict\"])\n return PytorchModel(model, model_name, *args)\n\n\n@register_model(\"pytorch\")\ndef swag_regnety_16gf_in1k(model_name, *args):\n model = torch.hub.load(\"facebookresearch/swag\", model=\"regnety_16gf_in1k\")\n return SwagPytorchModel(model, model_name, input_size=384, *args)\n\n\n@register_model(\"pytorch\")\ndef swag_regnety_32gf_in1k(model_name, *args):\n model = torch.hub.load(\"facebookresearch/swag\", model=\"regnety_32gf_in1k\")\n return SwagPytorchModel(model, model_name, input_size=384, *args)\n\n\n@register_model(\"pytorch\")\ndef swag_regnety_128gf_in1k(model_name, *args):\n model = torch.hub.load(\"facebookresearch/swag\", model=\"regnety_128gf_in1k\")\n return SwagPytorchModel(model, model_name, input_size=384, *args)\n\n\n@register_model(\"pytorch\")\ndef swag_vit_b16_in1k(model_name, *args):\n model = torch.hub.load(\"facebookresearch/swag\", model=\"vit_b16_in1k\")\n return SwagPytorchModel(model, model_name, input_size=384, *args)\n\n\n@register_model(\"pytorch\")\ndef swag_vit_l16_in1k(model_name, *args):\n model = torch.hub.load(\"facebookresearch/swag\", model=\"vit_l16_in1k\")\n return SwagPytorchModel(model, model_name, input_size=512, *args)\n\n\n@register_model(\"pytorch\")\ndef swag_vit_h14_in1k(model_name, *args):\n model = torch.hub.load(\"facebookresearch/swag\", model=\"vit_h14_in1k\")\n return SwagPytorchModel(model, model_name, input_size=518, *args)\n"
},
{
"path": "modelvshuman/models/pytorch/pycontrast/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/pytorch/pycontrast/pycontrast_resnet50.py",
"content": "from collections import OrderedDict\n\nimport torch\nimport torch.nn as nn\n\nCLASSIFIER_WEIGHTS = {\n \"InsDis\": \"https://github.com/bethgelab/model-vs-human/releases/download/v0.2/InsDis_classifier.pth\",\n \"CMC\": \"https://github.com/bethgelab/model-vs-human/releases/download/v0.2/CMC_classifier.pth\",\n \"MoCo\": \"https://github.com/bethgelab/model-vs-human/releases/download/v0.2/MoCo_classifier.pth\",\n \"PIRL\": \"https://github.com/bethgelab/model-vs-human/releases/download/v0.2/PIRL_classifier.pth\",\n \"MoCoV2\": \"https://github.com/bethgelab/model-vs-human/releases/download/v0.2/MoCov2_classifier.pth\",\n \"InfoMin\": \"https://github.com/bethgelab/model-vs-human/releases/download/v0.2/InfoMin_classifier.pth\"\n}\n\n\nPYTORCH_HUB = \"kantharajucn/PyContrast:push_pretrained_models_to_pytorch_hub\"\n\n\ndef build_classifier(model_name, classes=1000):\n \"\"\"Building a linear layer\"\"\"\n\n n_class = classes\n\n n_feat = 2048\n\n classifier = nn.Linear(n_feat, n_class)\n checkpoint = torch.hub.load_state_dict_from_url(CLASSIFIER_WEIGHTS.get(model_name), map_location='cpu')\n\n state_dict = OrderedDict()\n for k, v in checkpoint[\"classifier\"].items():\n k = k.replace('module.', '')\n state_dict[k] = v\n classifier.load_state_dict(state_dict)\n\n return classifier\n\n\ndef InsDis(pretrained=False, **kwargs):\n \"\"\"\n Unsupervised Feature Learning via Non-parameteric Instance Discrimination\n :param pretrained:\n :param kwargs:\n :return:\n \"\"\"\n name = \"InsDis\"\n model = torch.hub.load(PYTORCH_HUB,\n name,\n pretrained=pretrained)\n classifier = build_classifier(name)\n\n return model, classifier\n\n\ndef CMC(pretrained=False, **kwargs):\n \"\"\"\n Contrastive Multiview Coding\n :param pretrained:\n :param kwargs:\n :return:\n \"\"\"\n name = \"CMC\"\n model = torch.hub.load(PYTORCH_HUB,\n name,\n pretrained=pretrained)\n classifier = build_classifier(name)\n return model, classifier\n\n\ndef MoCo(pretrained=False, **kwargs):\n \"\"\"\n Contrastive Multiview Coding\n :param pretrained:\n :param kwargs:\n :return:\n \"\"\"\n name = \"MoCo\"\n model = torch.hub.load(PYTORCH_HUB,\n name,\n pretrained=pretrained)\n classifier = build_classifier(name)\n return model, classifier\n\n\ndef MoCoV2(pretrained=False, **kwargs):\n \"\"\"\n Improved Baselines with Momentum Contrastive Learning\n :param pretrained:\n :param kwargs:\n :return:\n \"\"\"\n name = \"MoCoV2\"\n model = torch.hub.load(PYTORCH_HUB,\n name,\n pretrained=pretrained)\n classifier = build_classifier(name)\n return model, classifier\n\n\ndef PIRL(pretrained=False, **kwargs):\n \"\"\"\n Self-Supervised Learning of Pretext-Invariant Representations\n :param pretrained:\n :param kwargs:\n :return:\n \"\"\"\n name = \"PIRL\"\n model = torch.hub.load(PYTORCH_HUB,\n name,\n pretrained=pretrained)\n classifier = build_classifier(name)\n return model, classifier\n\n\ndef InfoMin(pretrained=False, **kwargs):\n \"\"\"\n What Makes for Good Views for Contrastive Learning?\n :param pretrained:\n :param kwargs:\n :return:\n \"\"\"\n name = \"InfoMin\"\n model = torch.hub.load(PYTORCH_HUB,\n name,\n pretrained=pretrained)\n classifier = build_classifier(name)\n return model, classifier\n"
},
{
"path": "modelvshuman/models/pytorch/shapenet/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/pytorch/shapenet/texture_shape_models.py",
"content": "\"\"\"\nRead PyTorch model from .pth.tar checkpoint.\nCode from:\nhttps://github.com/rgeirhos/texture-vs-shape/blob/master/models/load_pretrained_models.py\nAccessed 02.03.2020\n\"\"\"\n\nimport os\n\nimport torch\nimport torchvision\nimport torchvision.models\nfrom torch.utils import model_zoo\n\nmodel_urls = {\n 'resnet50_trained_on_SIN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/6f41d2e86fc60566f78de64ecff35cc61eb6436f/resnet50_train_60_epochs-c8e5653e.pth.tar',\n 'resnet50_trained_on_SIN_and_IN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/60b770e128fffcbd8562a3ab3546c1a735432d03/resnet50_train_45_epochs_combined_IN_SF-2a0d100e.pth.tar',\n 'resnet50_trained_on_SIN_and_IN_then_finetuned_on_IN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/60b770e128fffcbd8562a3ab3546c1a735432d03/resnet50_finetune_60_epochs_lr_decay_after_30_start_resnet50_train_45_epochs_combined_IN_SF-ca06340c.pth.tar',\n 'vgg16_trained_on_SIN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/0008049cd10f74a944c6d5e90d4639927f8620ae/vgg16_train_60_epochs_lr0.01-6c6fcc9f.pth.tar',\n 'alexnet_trained_on_SIN': 'https://bitbucket.org/robert_geirhos/texture-vs-shape-pretrained-models/raw/0008049cd10f74a944c6d5e90d4639927f8620ae/alexnet_train_60_epochs_lr0.001-b4aa5238.pth.tar',\n}\n\n\ndef load_model(model_name):\n if \"resnet50\" in model_name:\n model = torchvision.models.resnet50(pretrained=False)\n model = torch.nn.DataParallel(model).cuda()\n checkpoint = model_zoo.load_url(model_urls[model_name])\n elif \"vgg16\" in model_name:\n # download model from URL manually and save to desired location\n filepath = \"./vgg16_train_60_epochs_lr0.01-6c6fcc9f.pth.tar\"\n\n assert os.path.exists(\n filepath), \"Please download the VGG model yourself from the following link and save it locally: \" \\\n \"https://drive.google.com/drive/folders/1A0vUWyU6fTuc-xWgwQQeBvzbwi6geYQK (too large to be \" \\\n \"downloaded automatically like the other models) \"\n\n model = torchvision.models.vgg16(pretrained=False)\n model.features = torch.nn.DataParallel(model.features)\n model.cuda()\n checkpoint = torch.load(filepath)\n\n elif \"alexnet\" in model_name:\n model = torchvision.models.alexnet(pretrained=False)\n model.features = torch.nn.DataParallel(model.features)\n model.cuda()\n checkpoint = model_zoo.load_url(model_urls[model_name])\n else:\n raise ValueError(\"unknown model architecture.\")\n\n model.load_state_dict(checkpoint[\"state_dict\"])\n return model\n"
},
{
"path": "modelvshuman/models/pytorch/simclr/__init__.py",
"content": "from torchvision.models import *\nfrom .zoo import *\n"
},
{
"path": "modelvshuman/models/pytorch/simclr/cores/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/pytorch/simclr/cores/cores.py",
"content": "from collections import OrderedDict, Iterable\nimport warnings\nimport torch\nfrom torch import nn\nfrom torch.nn import functional as F\n\nfrom ..utils.mlayer import clip_model, hook_model_module\nimport ptrnets\n\n\nclass Core:\n def initialize(self):\n raise NotImplementedError(\"Not initializing\")\n\n def __repr__(self):\n s = super().__repr__()\n s += \" [{} regularizers: \".format(self.__class__.__name__)\n ret = []\n for attr in filter(lambda x: \"gamma\" in x or \"skip\" in x, dir(self)):\n ret.append(\"{} = {}\".format(attr, getattr(self, attr)))\n return s + \"|\".join(ret) + \"]\\n\"\n\n\nclass Core2d(Core):\n def initialize(self, cuda=False):\n self.apply(self.init_conv)\n self.put_to_cuda(cuda=cuda)\n\n def put_to_cuda(self, cuda):\n if cuda:\n self = self.cuda()\n\n @staticmethod\n def init_conv(m):\n if isinstance(m, nn.Conv2d):\n nn.init.xavier_normal_(m.weight.data)\n if m.bias is not None:\n m.bias.data.fill_(0)\n \n\nclass TaskDrivenCore(Core2d, nn.Module):\n def __init__(\n self,\n input_channels,\n model_name,\n layer_name,\n pretrained=True,\n bias=False,\n final_batchnorm=True,\n final_nonlinearity=True,\n momentum=0.1,\n fine_tune=False,\n **kwargs\n ):\n \"\"\"\n Core from pretrained networks on image tasks.\n\n Args:\n input_channels (int): Number of input channels. 1 if greyscale, 3 if RBG\n model_name (str): Name of the image recognition task model. Possible are all models in\n ptrnets: torchvision.models plus others\n layer_name (str): Name of the layer at which to clip the model\n pretrained (boolean): Whether to use a randomly initialized or pretrained network (default: True)\n bias (boolean): Whether to keep bias weights in the output layer (default: False)\n final_batchnorm (boolean): Whether to add a batch norm after the final conv layer (default: True)\n final_nonlinearity (boolean): Whether to add a final nonlinearity (ReLU) (default: True)\n momentum (float): Momentum term for batch norm. Irrelevant if batch_norm=False\n fine_tune (boolean): Whether to freeze gradients of the core or to allow training\n \"\"\"\n if kwargs:\n warnings.warn(\n \"Ignoring input {} when creating {}\".format(repr(kwargs), self.__class__.__name__), UserWarning\n )\n super().__init__()\n\n self.input_channels = input_channels\n self.momentum = momentum\n\n # Download model and cut after specified layer\n model = getattr(ptrnets, model_name)(pretrained=pretrained)\n model_clipped = clip_model(model, layer_name)\n \n # Remove the bias of the last conv layer if not :bias:\n if not bias:\n if 'bias' in model_clipped[-1]._parameters:\n zeros = torch.zeros_like(model_clipped[-1].bias)\n model_clipped[-1].bias.data = zeros\n \n # Fix pretrained parameters during training\n if not fine_tune:\n for param in model_clipped.parameters():\n param.requires_grad = False\n \n\n # Stack model together\n self.features = nn.Sequential()\n self.features.add_module(\"TaskDriven\", model_clipped)\n \n if final_batchnorm:\n self.features.add_module(\"OutBatchNorm\", nn.BatchNorm2d(self.outchannels, momentum=self.momentum))\n if final_nonlinearity:\n self.features.add_module(\"OutNonlin\", nn.ReLU(inplace=True))\n \n print(self.features)\n\n def forward(self, input_):\n # If model is designed for RBG input but input is greyscale, repeat the same input 3 times\n if self.input_channels == 1 and self.features.TaskDriven[0].in_channels == 3:\n input_ = input_.repeat(1, 3, 1, 1)\n input_ = self.features(input_)\n return input_\n\n def regularizer(self):\n return 0 # useful for final loss\n\n \n @property\n def outchannels(self):\n \"\"\"\n Function which returns the number of channels in the output conv layer. If the output layer is not a conv\n layer, the last conv layer in the network is used.\n\n Returns: Number of output channels\n \"\"\"\n x = torch.randn(1,3,224,224)\n return self.features.TaskDriven(x).shape[1]\n\n def initialize(self, cuda=False):\n # Overwrite parent class's initialize function because initialization is done by the 'pretrained' parameter\n self.put_to_cuda(cuda=cuda)\n \n\n \nclass TaskDrivenCore2(Core2d, nn.Module):\n def __init__(\n self,\n input_channels,\n model_name,\n layer_name,\n pretrained=True,\n bias=False,\n final_batchnorm=True,\n final_nonlinearity=True,\n momentum=0.1,\n fine_tune=False,\n **kwargs\n ):\n \"\"\"\n Core from pretrained networks on image tasks.\n\n Args:\n input_channels (int): Number of input channels. 1 if greyscale, 3 if RBG\n model_name (str): Name of the image recognition task model. Possible are all models in\n ptrnets: torchvision.models plus others\n layer_name (str): Name of the layer at which to clip the model\n pretrained (boolean): Whether to use a randomly initialized or pretrained network (default: True)\n bias (boolean): Whether to keep bias weights in the output layer (default: False)\n final_batchnorm (boolean): Whether to add a batch norm after the final conv layer (default: True)\n final_nonlinearity (boolean): Whether to add a final nonlinearity (ReLU) (default: True)\n momentum (float): Momentum term for batch norm. Irrelevant if batch_norm=False\n fine_tune (boolean): Whether to freeze gradients of the core or to allow training\n \"\"\"\n if kwargs:\n warnings.warn(\n \"Ignoring input {} when creating {}\".format(repr(kwargs), self.__class__.__name__), UserWarning\n )\n super().__init__()\n\n self.input_channels = input_channels\n self.momentum = momentum\n self.use_probe = False\n self.layer_name = layer_name\n self.pretrained = pretrained\n\n # Download model and cut after specified layer\n self.model = getattr(ptrnets, model_name)(pretrained=pretrained)\n \n \n # Decide whether to probe the model with a forward hook or to clip the model by replicating architecture of the model up to layer :layer_name:\n x = torch.randn(1,3,224,224)\n try:\n model_clipped = clip_model(self.model, self.layer_name)\n clip_out = model_clipped(x);\n except:\n warnings.warn('Unable to clip model {} at layer {}. Using a probe instead'.format(model_name, self.layer_name))\n self.use_probe = True\n \n self.model_probe = self.probe_model() \n \n \n if not(self.use_probe):\n if torch.allclose(self.model_probe(x), clip_out):\n warnings.warn('Unable to recover model outputs via a sequential modules. Using forward hook instead')\n self.use_probe = True\n \n \n # Remove the bias of the last conv layer if not :bias:\n if not bias and not self.use_probe:\n if 'bias' in model_clipped[-1]._parameters:\n zeros = torch.zeros_like(model_clipped[-1].bias)\n model_clipped[-1].bias.data = zeros\n \n # Fix pretrained parameters during training\n if not fine_tune and not self.use_probe:\n for param in model_clipped.parameters():\n param.requires_grad = False\n \n\n # Stack model modules\n self.features = nn.Sequential()\n \n if not(self.use_probe): self.features.add_module(\"TaskDriven\", model_clipped)\n \n if final_batchnorm:\n self.features.add_module(\"OutBatchNorm\", nn.BatchNorm2d(self.outchannels, momentum=self.momentum))\n if final_nonlinearity:\n self.features.add_module(\"OutNonlin\", nn.ReLU(inplace=True))\n \n # Remove model module if not(self.use_probe):\n \n if not(self.use_probe):\n del self.model\n\n def forward(self, input_):\n # If model is designed for RBG input but input is greyscale, repeat the same input 3 times\n if self.input_channels == 1: \n input_ = input_.repeat(1, 3, 1, 1) \n \n if self.use_probe:\n input_ = self.model_probe(input_)\n \n input_ = self.features(input_)\n return input_\n\n def regularizer(self):\n return 0 # useful for final loss\n\n \n def probe_model(self):\n \n assert self.layer_name in [n for n,_ in self.model.named_modules()], 'No module named {}'.format(self.layer_name)\n self.model.eval();\n hook = hook_model_module(self.model, self.layer_name)\n def func(x):\n try:\n self.model(x); \n except:\n pass\n return hook(self.layer_name)\n\n return func\n \n @property\n def outchannels(self):\n \"\"\"\n Function which returns the number of channels in the output conv layer. If the output layer is not a conv\n layer, the last conv layer in the network is used.\n\n Returns: Number of output channels\n \"\"\"\n x = torch.randn(1,3,224,224)\n if self.use_probe:\n outch = self.model_probe(x).shape[1]\n else:\n outch = self.features.TaskDriven(x).shape[1]\n return outch\n\n def initialize(self, cuda=False):\n # Overwrite parent class's initialize function\n if not self.pretrained:\n self.apply(self.init_conv) \n self.put_to_cuda(cuda=cuda)"
},
{
"path": "modelvshuman/models/pytorch/simclr/utils/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/pytorch/simclr/utils/gdrive.py",
"content": "import requests\nimport torch\nimport os\nimport sys\nimport hashlib\nimport re\nimport errno\nfrom tqdm import tqdm\nimport warnings\nimport zipfile\nimport gdown\nfrom gdown.parse_url import parse_url\n\n\ndef _get_name(id):\n \"\"\"\n Gets the base url name from the gdrive using the file id.\n \"\"\"\n \n url = 'https://drive.google.com/uc?id={}'.format(id)\n \n url_origin = url\n sess = requests.session()\n\n file_id, is_download_link = parse_url(url)\n \n while True:\n try:\n res = sess.get(url, stream=True)\n except requests.exceptions.ProxyError as e:\n print(\"An error has occurred using proxy:\", proxy, file=sys.stderr)\n print(e, file=sys.stderr)\n return\n\n if \"Content-Disposition\" in res.headers:\n # This is the file\n break\n if not (file_id and is_download_link):\n break\n \n if file_id and is_download_link:\n m = re.search(\n 'filename=\"(.*)\"', res.headers[\"Content-Disposition\"]\n )\n output = m.groups()[0]\n else:\n output = osp.basename(url)\n \n return output\n\n\n\ndef load_state_dict_from_google_drive(id, model_dir=None, map_location=None, progress=True, check_hash=False, filename=None):\n r\"\"\"Loads the Torch serialized object at the given google drive file id.\n Note: Inspired by torch.hub.load_state_dict_from_url\n\n If downloaded file is a zip file, it will be automatically\n decompressed.\n\n If the object is already present in `model_dir`, it's deserialized and\n returned.\n The default value of `model_dir` is ``$TORCH_HOME/checkpoints`` where\n environment variable ``$TORCH_HOME`` defaults to ``$XDG_CACHE_HOME/torch``.\n ``$XDG_CACHE_HOME`` follows the X Design Group specification of the Linux\n filesytem layout, with a default value ``~/.cache`` if not set.\n\n Args:\n url (string): URL of the object to download\n model_dir (string, optional): directory in which to save the object\n map_location (optional): a function or a dict specifying how to remap storage locations (see torch.load)\n progress (bool, optional): whether or not to display a progress bar to stderr.\n Default: True\n check_hash(bool, optional): If True, the filename part of the URL should follow the naming convention\n ``filename-.ext`` where ```` is the first eight or more\n digits of the SHA256 hash of the contents of the file. The hash is used to\n ensure unique names and to verify the contents of the file.\n Default: False\n filename (string, optional): name of the file to store\n\n Example:\n >>> state_dict = load_state_dict_from_google_drive(id='18KRngGJMAhQJmlzjHmgyXuNjqd2l6rQG')\n \n \"\"\"\n \n if model_dir is None:\n torch_home = torch.hub._get_torch_home()\n model_dir = os.path.join(torch_home, 'checkpoints')\n\n try:\n os.makedirs(model_dir)\n except OSError as e:\n if e.errno == errno.EEXIST:\n # Directory already exists, ignore.\n pass\n else:\n # Unexpected OSError, re-raise.\n raise\n\n if filename is None:\n filename = _get_name(id) # use default name of the file in gdrive\n\n cached_file = os.path.join(model_dir, filename)\n if not os.path.exists(cached_file): \n url = 'https://drive.google.com/uc?id={}'.format(id)\n gdown.download(url, cached_file, quiet=not(progress))\n \n \n if zipfile.is_zipfile(cached_file):\n with zipfile.ZipFile(cached_file) as cached_zipfile:\n members = cached_zipfile.infolist()\n \n if len(members) != 1:\n raise RuntimeError('Only one file(not dir) is allowed in the zipfile')\n \n cached_zipfile.extractall(model_dir)\n extraced_name = members[0].filename\n cached_file = os.path.join(model_dir, extraced_name)\n \n print(cached_file)\n return torch.load(cached_file, map_location=map_location)\n"
},
{
"path": "modelvshuman/models/pytorch/simclr/utils/mlayer.py",
"content": "# Utils for getting model layers\n\nfrom collections import OrderedDict\nfrom torch import nn\n\n\ndef clip_model(model, layer_name):\n \"\"\"\n Returns a copy of the model up to :layer_name:\n Params:\n model: (nn.Module instance)\n layer_name (string) Should be among the named modules of model\n Returns:\n clipped_model: (nn.Sequential) copy of model up to the layer\n Examples:\n from torchvision.models import resnet50, vgg19\n resnet = resnet50(pretrained=True)\n vgg = vgg19(pretrained=True)\n clipped_resnet = clip_model(resnet, 'layer3.0.conv2')\n clipped_vgg = clip_model(vgg, 'features.10')\n \"\"\"\n \n assert layer_name in [n for n,_ in model.named_modules()], 'No module named {}'.format(layer_name)\n \n features = OrderedDict()\n nodes_iter = iter(layer_name.split('.'))\n \n def recursive(module, node = next(nodes_iter), prefix=[]):\n \n for name, layer in module.named_children():\n fullname = \".\".join(prefix+[name])\n if (name == node) and (fullname != layer_name):\n recursive(layer, node = next(nodes_iter), prefix=[fullname])\n return\n else:\n features[name] = layer\n #print(fullname)\n if fullname == layer_name:\n return\n\n recursive(model)\n \n clipped_model = nn.Sequential(features)\n \n return clipped_model\n\n\ndef probe_model(model, layer_name):\n \n assert layer_name in [n for n,_ in model.named_modules()], 'No module named {}'.format(layer_name)\n model.eval();\n #hook = hook_model(model)\n hook = hook_model_module(model, layer_name)\n def func(x):\n try:\n model(x); \n except:\n pass\n return hook(layer_name)\n \n return func\n\n\nclass ModuleHook():\n def __init__(self, module):\n self.hook = module.register_forward_hook(self.hook_fn)\n self.module = None\n self.features = None\n\n def hook_fn(self, module, input, output):\n self.module = module\n self.features = output\n\n def close(self):\n self.hook.remove()\n\n\n\ndef hook_model(model):\n \n features = OrderedDict()\n def hook_layers(net, prefix=[]):\n if hasattr(net, \"_modules\"):\n for name, layer in net._modules.items():\n if layer is None:\n # e.g. GoogLeNet's aux1 and aux2 layers\n continue\n features[\".\".join(prefix+[name])] = ModuleHook(layer)\n hook_layers(layer, prefix=prefix+[name])\n hook_layers(model)\n\n def hook(layer):\n if layer == \"labels\":\n return list(features.values())[-1].features\n return features[layer].features\n return hook\n\n\n\ndef hook_model_module(model, module):\n \n features = OrderedDict()\n def hook_layers(net, prefix=[]):\n if hasattr(net, \"_modules\"):\n for name, layer in net._modules.items():\n if layer is None:\n # e.g. GoogLeNet's aux1 and aux2 layers\n continue\n if \".\".join(prefix+[name]) == module:\n features[\".\".join(prefix+[name])] = ModuleHook(layer)\n hook_layers(layer, prefix=prefix+[name])\n \n hook_layers(model)\n\n def hook(layer):\n if layer == \"labels\":\n return list(features.values())[-1].features\n return features[layer].features\n return hook\n"
},
{
"path": "modelvshuman/models/pytorch/simclr/utils/modules.py",
"content": "## Custom pytorch modules\nimport torch\nfrom torch import nn\n\nclass Unnormalize(nn.Module):\n \"\"\"\n Helper class for unnormalizing input tensor\n \"\"\"\n def __init__(self, mean=[0], std=[1], inplace=False):\n super(Unnormalize, self).__init__()\n self.mean = mean\n self.std = std\n self.inplace = inplace\n \n def forward(self, x):\n return unnormalize(x, self.mean, self.std, self.inplace)\n\n\n\n\ndef unnormalize(tensor, mean=[0], std=[1], inplace=False):\n \"\"\"Unnormalize a tensor image by first multiplying by std (channel-wise) and then adding the mean (channel-wise)\n \n Args:\n tensor (Tensor): Tensor image of size (N, C, H, W) to be de-standarized.\n mean (sequence): Sequence of original means for each channel.\n std (sequence): Sequence of original standard deviations for each channel.\n inplace(bool,optional): Bool to make this operation inplace.\n\n Returns:\n Tensor: Unnormalized Tensor image.\n \n \"\"\"\n \n if not torch.is_tensor(tensor):\n raise TypeError('tensor should be a torch tensor. Got {}.'.format(type(tensor)))\n \n if tensor.ndimension() != 4:\n raise ValueError('Expected tensor to be a tensor image of size (N, C, H, W). Got tensor.size() = '\n '{}.'.format(tensor.size()))\n if not inplace:\n tensor=tensor.clone()\n \n dtype = tensor.dtype\n mean = torch.as_tensor(mean, dtype=dtype, device=tensor.device)\n std = torch.as_tensor(std, dtype=dtype, device=tensor.device)\n \n if (std == 0).any():\n raise ValueError('std evaluated to zero after conversion to {}, leading to division by zero.'.format(dtype))\n \n if mean.ndim == 1:\n mean = mean[None, :, None, None]\n if std.ndim == 1:\n std = std[None, :, None, None] \n \n tensor.mul_(std).add_(mean)\n return tensor"
},
{
"path": "modelvshuman/models/pytorch/simclr/zoo/__init__.py",
"content": "from .simclr import *\n"
},
{
"path": "modelvshuman/models/pytorch/simclr/zoo/simclr.py",
"content": "##################\n# SimCLR networks from Chen et al 2020 in pytorch \n# \n# Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709. \n# \n# The original simclr weights were converted ported from tensorflow to pytorch using this repo. https://github.com/tonylins/simclr-converter.git \n#\n# Large portions of the code are an adaptation from https://github.com/tonylins/simclr-converter.git\n# \n# The original networks were trained on unnormalized data (without normalizing with ImageNet mean and std per color channel), \n# in order to ease the use of these networks in comparable settings as the pytorch model zoo, the models defined here will\n# scale the inputs with non-trainable parameters by default. (You can remove that by setting normalized_inputs=False)\n# \n# Example usage: \n#\n# from ptrnets import simclr_resnet50_x1\n# model = simclr_resnet50_x1(pretrained=True)\n\n\nimport torch\nimport torch.nn as nn\nfrom ..utils.modules import Unnormalize\nfrom ..utils.gdrive import load_state_dict_from_google_drive\nfrom torch.hub import load_state_dict_from_url\n\n\n__all__ = ['simclr_resnet50x1', 'simclr_resnet50x2', 'simclr_resnet50x4',\n 'simclr_resnet50x1_supervised_baseline',\n 'simclr_resnet50x4_supervised_baseline']\n\ngoogle_drive_ids = {\n 'simclr-resnet50-x1': '1a6IO4xhWy8cdyAuWv0BxSONz7lMcKbZE',\n 'simclr-resnet50-x2': '1zI-5gdNDxK5gRiNUgbgx0RXqyDwxwWEQ',\n 'simclr-resnet50-x4': '1Pipca9LMYWK_o3bjWDo88ZMdeT07EFNN'\n}\n\nsupervised_baseline_models = {\n 'simclr-resnet50-x1-supervised-baseline': '/gpfs01/bethge/home/rgeirhos/model-vs-human/modelvshuman/models/pytorch/simclr/simclrx1baseline.pth',\n 'simclr-resnet50-x4-supervised-baseline': '/gpfs01/bethge/home/rgeirhos/model-vs-human/modelvshuman/models/pytorch/simclr/simclrx4baseline.pth'\n}\n\nmodel_urls = {}\n\n\ndef _model(arch, pretrained, block, layers, width_mult, normalized_inputs, use_data_parallel, progress=True):\n \n model = ResNet(block=block, layers=layers, width_mult=width_mult, normalized_inputs=normalized_inputs)\n \n if pretrained:\n try:\n if \"supervised-baseline\" in arch:\n state_dict = torch.load(supervised_baseline_models[arch])\n print(\"Loading supervised baseline\")\n else:\n state_dict = load_state_dict_from_url(model_urls[arch], progress=progress)\n except:\n state_dict = load_state_dict_from_google_drive(google_drive_ids[arch],\n progress=progress, filename = '{}'.format(arch))\n \n model.load_state_dict(state_dict['state_dict'])\n \n if use_data_parallel:\n model = torch.nn.DataParallel(model)\n \n return model\n\n\ndef simclr_resnet50x1_supervised_baseline(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True):\n r\"\"\"\n Simclr resnet50 backbone. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). \n A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709.\n Args:\n pretrained (bool): Pretrain with original weights. Defaults to False\n normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True\n use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False\n progress (bool): Display progress when downloading the model's checkpoint. Defaults to True.\n \"\"\"\n return _model('simclr-resnet50-x1-supervised-baseline', \n pretrained = pretrained, \n block = Bottleneck, \n layers = [3, 4, 6, 3], \n width_mult = 1, \n normalized_inputs = normalized_inputs,\n use_data_parallel = use_data_parallel,\n progress = progress)\n\n\ndef simclr_resnet50x4_supervised_baseline(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True):\n r\"\"\"\n Simclr resnet50 backbone with four times the width. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). \n A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709.\n Args:\n pretrained (bool): Pretrain with original weights. Defaults to False\n normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True\n use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False\n progress (bool): Display progress when downloading the model's checkpoint. Defaults to True.\n \"\"\"\n return _model('simclr-resnet50-x4-supervised-baseline', \n pretrained = pretrained, \n block = Bottleneck, \n layers = [3, 4, 6, 3], \n width_mult = 4, \n normalized_inputs = normalized_inputs,\n use_data_parallel = use_data_parallel,\n progress = progress)\n\n\ndef simclr_resnet50x1(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True):\n r\"\"\"\n Simclr resnet50 backbone. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). \n A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709.\n Args:\n pretrained (bool): Pretrain with original weights. Defaults to False\n normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True\n use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False\n progress (bool): Display progress when downloading the model's checkpoint. Defaults to True.\n \"\"\"\n return _model('simclr-resnet50-x1', \n pretrained = pretrained, \n block = Bottleneck, \n layers = [3, 4, 6, 3], \n width_mult = 1, \n normalized_inputs = normalized_inputs,\n use_data_parallel = use_data_parallel,\n progress = progress)\n\n\ndef simclr_resnet50x2(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True):\n r\"\"\"\n Simclr resnet50 backbone with twice the width. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). \n A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709.\n Args:\n pretrained (bool): Pretrain with original weights. Defaults to False\n normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True\n use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False\n progress (bool): Display progress when downloading the model's checkpoint. Defaults to True.\n \"\"\"\n return _model('simclr-resnet50-x2', \n pretrained = pretrained, \n block = Bottleneck, \n layers = [3, 4, 6, 3], \n width_mult = 2, \n normalized_inputs = normalized_inputs,\n use_data_parallel = use_data_parallel,\n progress = progress)\n\n\ndef simclr_resnet50x4(pretrained=False, normalized_inputs=True, use_data_parallel=False, progress=True):\n r\"\"\"\n Simclr resnet50 backbone with four times the width. Chen, T., Kornblith, S., Norouzi, M., & Hinton, G. (2020). \n A simple framework for contrastive learning of visual representations. arXiv preprint arXiv:2002.05709.\n Args:\n pretrained (bool): Pretrain with original weights. Defaults to False\n normalized_inputs (bool): Whether inputs will have zero mean and std one. Defaults to True\n use_data_parallel (bool): Whether to use data parallel for multi GPU. Defaults to False\n progress (bool): Display progress when downloading the model's checkpoint. Defaults to True.\n \"\"\"\n return _model('simclr-resnet50-x4', \n pretrained = pretrained, \n block = Bottleneck, \n layers = [3, 4, 6, 3], \n width_mult = 4, \n normalized_inputs = normalized_inputs,\n use_data_parallel = use_data_parallel,\n progress = progress)\n\n\n\ndef conv3x3(in_planes, out_planes, stride=1, groups=1, dilation=1):\n \"\"\"3x3 convolution with padding\"\"\"\n return nn.Conv2d(in_planes, out_planes, kernel_size=3, stride=stride,\n padding=dilation, groups=groups, bias=False, dilation=dilation)\n\n\ndef conv1x1(in_planes, out_planes, stride=1):\n \"\"\"1x1 convolution\"\"\"\n return nn.Conv2d(in_planes, out_planes, kernel_size=1, stride=stride, bias=False)\n\n\nclass BasicBlock(nn.Module):\n expansion = 1\n __constants__ = ['downsample']\n\n def __init__(self, inplanes, planes, stride=1, downsample=None, groups=1,\n base_width=64, dilation=1, norm_layer=None):\n super(BasicBlock, self).__init__()\n if norm_layer is None:\n norm_layer = nn.BatchNorm2d\n if groups != 1 or base_width != 64:\n raise ValueError('BasicBlock only supports groups=1 and base_width=64')\n if dilation > 1:\n raise NotImplementedError(\"Dilation > 1 not supported in BasicBlock\")\n # Both self.conv1 and self.downsample layers downsample the input when stride != 1\n self.conv1 = conv3x3(inplanes, planes, stride)\n self.bn1 = norm_layer(planes)\n self.relu = nn.ReLU(inplace=True)\n self.conv2 = conv3x3(planes, planes)\n self.bn2 = norm_layer(planes)\n self.downsample = downsample\n self.stride = stride\n\n def forward(self, x):\n identity = x\n\n out = self.conv1(x)\n out = self.bn1(out)\n out = self.relu(out)\n\n out = self.conv2(out)\n out = self.bn2(out)\n\n if self.downsample is not None:\n identity = self.downsample(x)\n\n out += identity\n out = self.relu(out)\n\n return out\n\n\nclass Bottleneck(nn.Module):\n expansion = 4\n __constants__ = ['downsample']\n\n def __init__(self, inplanes, planes, stride=1, downsample=None, groups=1,\n base_width=64, dilation=1, norm_layer=None):\n super(Bottleneck, self).__init__()\n self.downsample = downsample # hack: moving downsample to the first to make order correct\n if norm_layer is None:\n norm_layer = nn.BatchNorm2d\n width = int(planes * (base_width / 64.)) * groups\n self.conv1 = conv1x1(inplanes, width)\n self.bn1 = norm_layer(width)\n self.conv2 = conv3x3(width, width, stride, groups, dilation)\n self.bn2 = norm_layer(width)\n self.conv3 = conv1x1(width, planes * self.expansion)\n self.bn3 = norm_layer(planes * self.expansion)\n self.relu = nn.ReLU(inplace=True)\n\n self.stride = stride\n\n def forward(self, x):\n identity = x\n\n out = self.conv1(x)\n out = self.bn1(out)\n out = self.relu(out)\n\n out = self.conv2(out)\n out = self.bn2(out)\n out = self.relu(out)\n\n out = self.conv3(out)\n out = self.bn3(out)\n\n if self.downsample is not None:\n identity = self.downsample(x)\n\n out += identity\n out = self.relu(out)\n\n return out\n\n\nclass ResNet(nn.Module):\n\n def __init__(self, block, layers, num_classes=1000, zero_init_residual=False,\n groups=1, width_per_group=64, replace_stride_with_dilation=None,\n norm_layer=None, width_mult=1, normalized_inputs=True):\n super(ResNet, self).__init__()\n if norm_layer is None:\n norm_layer = nn.BatchNorm2d\n self._norm_layer = norm_layer\n\n self.inplanes = 64 * width_mult\n self.dilation = 1\n if replace_stride_with_dilation is None:\n # each element in the tuple indicates if we should replace\n # the 2x2 stride with a dilated convolution instead\n replace_stride_with_dilation = [False, False, False]\n if len(replace_stride_with_dilation) != 3:\n raise ValueError(\"replace_stride_with_dilation should be None \"\n \"or a 3-element tuple, got {}\".format(replace_stride_with_dilation))\n self.groups = groups\n self.base_width = width_per_group\n self.normalized_inputs = normalized_inputs\n \n if self.normalized_inputs:\n self.unnormalize = Unnormalize(mean=[0.485, 0.456, 0.406],std=[0.229, 0.224, 0.225])\n \n self.conv1 = nn.Conv2d(3, self.inplanes, kernel_size=7, stride=2, padding=3,\n bias=False)\n self.bn1 = norm_layer(self.inplanes)\n self.relu = nn.ReLU(inplace=True)\n self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)\n self.layer1 = self._make_layer(block, 64 * width_mult, layers[0])\n self.layer2 = self._make_layer(block, 128 * width_mult, layers[1], stride=2,\n dilate=replace_stride_with_dilation[0])\n self.layer3 = self._make_layer(block, 256 * width_mult, layers[2], stride=2,\n dilate=replace_stride_with_dilation[1])\n self.layer4 = self._make_layer(block, 512 * width_mult, layers[3], stride=2,\n dilate=replace_stride_with_dilation[2])\n self.avgpool = nn.AdaptiveAvgPool2d((1, 1))\n self.fc = nn.Linear(512 * block.expansion * width_mult, num_classes)\n\n for m in self.modules():\n if isinstance(m, nn.Conv2d):\n nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu')\n elif isinstance(m, (nn.BatchNorm2d, nn.GroupNorm)):\n nn.init.constant_(m.weight, 1)\n nn.init.constant_(m.bias, 0)\n\n # Zero-initialize the last BN in each residual branch,\n # so that the residual branch starts with zeros, and each residual block behaves like an identity.\n # This improves the model by 0.2~0.3% according to https://arxiv.org/abs/1706.02677\n if zero_init_residual:\n for m in self.modules():\n if isinstance(m, Bottleneck):\n nn.init.constant_(m.bn3.weight, 0)\n elif isinstance(m, BasicBlock):\n nn.init.constant_(m.bn2.weight, 0)\n\n def _make_layer(self, block, planes, blocks, stride=1, dilate=False):\n norm_layer = self._norm_layer\n downsample = None\n previous_dilation = self.dilation\n if dilate:\n self.dilation *= stride\n stride = 1\n if stride != 1 or self.inplanes != planes * block.expansion:\n downsample = nn.Sequential(\n conv1x1(self.inplanes, planes * block.expansion, stride),\n norm_layer(planes * block.expansion),\n )\n\n layers = []\n layers.append(block(self.inplanes, planes, stride, downsample, self.groups,\n self.base_width, previous_dilation, norm_layer))\n self.inplanes = planes * block.expansion\n for _ in range(1, blocks):\n layers.append(block(self.inplanes, planes, groups=self.groups,\n base_width=self.base_width, dilation=self.dilation,\n norm_layer=norm_layer))\n\n return nn.Sequential(*layers)\n\n def _forward_impl(self, x):\n # See note [TorchScript super()]\n \n if self.normalized_inputs:\n x = self.unnormalize(x)\n \n x = self.conv1(x)\n x = self.bn1(x)\n x = self.relu(x)\n x = self.maxpool(x)\n\n x = self.layer1(x)\n x = self.layer2(x)\n x = self.layer3(x)\n x = self.layer4(x)\n\n x = self.avgpool(x)\n x = torch.flatten(x, 1)\n x = self.fc(x)\n\n return x\n\n def forward(self, x):\n return self._forward_impl(x)\n"
},
{
"path": "modelvshuman/models/registry.py",
"content": "from collections import defaultdict\n\n__all__ = ['list_models']\n\n_model_registry = defaultdict(list) # mapping of model names to entrypoint fns\n\n\ndef register_model(framework):\n def inner_decorator(fn):\n # add entries to registry dict/sets\n model_name = fn.__name__\n _model_registry[framework].append(model_name)\n return fn\n return inner_decorator\n\n\ndef list_models(framework):\n \"\"\" Return list of available model names, sorted alphabetically\n \"\"\"\n return list(_model_registry[framework])\n\n"
},
{
"path": "modelvshuman/models/tensorflow/__init__.py",
"content": ""
},
{
"path": "modelvshuman/models/tensorflow/build_model.py",
"content": "from .tf_hub_model_url import tfhub_urls\nimport tensorflow_hub as hub\nimport tensorflow as tf\n\n\ndef build_model_from_hub(model_name):\n\n model_url = tfhub_urls.get(model_name)\n model = tf.keras.Sequential([\n hub.KerasLayer(model_url)\n ])\n \n return model\n\n"
},
{
"path": "modelvshuman/models/tensorflow/model_zoo.py",
"content": "from ..registry import register_model\n\nfrom ..wrappers.tensorflow import TensorflowModel\nfrom .build_model import build_model_from_hub\n\n\n@register_model(\"tensorflow\")\ndef efficientnet_b0(model_name, *args):\n model = build_model_from_hub(model_name)\n return TensorflowModel(model, model_name, *args)\n\n\n@register_model(\"tensorflow\")\ndef resnet50(model_name, *args):\n model = build_model_from_hub(model_name)\n return TensorflowModel(model, model_name, *args)\n\n\n@register_model(\"tensorflow\")\ndef mobilenet_v1(model_name, *args):\n model = build_model_from_hub(model_name)\n return TensorflowModel(model, model_name, *args)\n\n\n@register_model(\"tensorflow\")\ndef inception_v1(model_name, *args):\n model = build_model_from_hub(model_name)\n return TensorflowModel(model, model_name, *args)\n"
},
{
"path": "modelvshuman/models/tensorflow/tf_hub_model_url.py",
"content": "tfhub_urls = {\n \"efficientnet_b0\": \"https://tfhub.dev/google/efficientnet/b0/classification/1\",\n \"resnet50\": \"https://tfhub.dev/tensorflow/resnet_50/classification/1\",\n \"mobilenet_v1\": \"https://tfhub.dev/google/imagenet/mobilenet_v1_100_224/classification/4\",\n \"inception_v1\": \"https://tfhub.dev/google/imagenet/inception_v1/classification/4\"\n}\n\n"
},
{
"path": "modelvshuman/models/wrappers/__init__.py",
"content": "from .pytorch import PytorchModel\nfrom .tensorflow import TensorflowModel\n"
},
{
"path": "modelvshuman/models/wrappers/base.py",
"content": "from abc import ABC, abstractmethod\n\nclass AbstractModel(ABC):\n\n @abstractmethod\n def softmax(self, logits):\n pass\n\n @abstractmethod\n def forward_batch(self, images):\n pass\n\n"
},
{
"path": "modelvshuman/models/wrappers/pytorch.py",
"content": "import math\nimport PIL\nimport clip\nimport numpy as np\nimport torch\nfrom PIL.Image import Image\nfrom torchvision.transforms import Compose, Resize, CenterCrop, ToTensor, Normalize, ToPILImage\nfrom tqdm import tqdm\n\nfrom .base import AbstractModel\nfrom ..pytorch.clip.imagenet_classes import imagenet_classes\nfrom ..pytorch.clip.imagenet_templates import imagenet_templates\n\n\ndef device():\n return torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n\n\ndef undo_default_preprocessing(images):\n \"\"\"Convenience function: undo standard preprocessing.\"\"\"\n\n assert type(images) is torch.Tensor\n default_mean = torch.Tensor([0.485, 0.456, 0.406]).to(device())\n default_std = torch.Tensor([0.229, 0.224, 0.225]).to(device())\n\n images *= default_std[None, :, None, None]\n images += default_mean[None, :, None, None]\n\n return images\n\n\nclass PytorchModel(AbstractModel):\n\n def __init__(self, model, model_name, *args):\n self.model = model\n self.model_name = model_name\n self.args = args\n self.model.to(device())\n\n def to_numpy(self, x):\n if x.is_cuda:\n return x.detach().cpu().numpy()\n else:\n return x.numpy()\n\n def softmax(self, logits):\n assert type(logits) is np.ndarray\n\n softmax_op = torch.nn.Softmax(dim=1)\n softmax_output = softmax_op(torch.Tensor(logits))\n return self.to_numpy(softmax_output)\n\n def forward_batch(self, images):\n assert type(images) is torch.Tensor\n\n self.model.eval()\n logits = self.model(images)\n return self.to_numpy(logits)\n\n\nclass PyContrastPytorchModel(PytorchModel):\n \"\"\"\n This class inherits PytorchModel class to adapt model validation for Pycontrast pre-trained models from\n https://github.com/HobbitLong/PyContrast\n \"\"\"\n\n def __init__(self, model, classifier, model_name, *args):\n super(PyContrastPytorchModel, self).__init__(model, model_name, args)\n self.classifier = classifier\n self.classifier.to(device())\n\n def forward_batch(self, images):\n assert type(images) is torch.Tensor\n self.model.eval()\n self.classifier.eval()\n feat = self.model(images, mode=2)\n output = self.classifier(feat)\n return self.to_numpy(output)\n\n\nclass ViTPytorchModel(PytorchModel):\n\n def __init__(self, model, model_name, img_size=(384, 384), *args):\n self.img_size = img_size\n super(ViTPytorchModel, self).__init__(model, model_name, args)\n\n def forward_batch(self, images):\n assert type(images) is torch.Tensor\n self.model.eval()\n\n images = undo_default_preprocessing(images)\n images = [self.preprocess()(ToPILImage()(image)) for image in images]\n images = torch.Tensor(np.stack(images, axis=0)).to(device())\n\n logits = self.model(images)\n return self.to_numpy(logits)\n\n def preprocess(self):\n # custom preprocessing from:\n # https://github.com/lukemelas/PyTorch-Pretrained-ViT\n\n return Compose([\n Resize(self.img_size),\n ToTensor(),\n Normalize(0.5, 0.5),\n ])\n\n\nclass ClipPytorchModel(PytorchModel):\n\n def __init__(self, model, model_name, *args):\n super(ClipPytorchModel, self).__init__(model, model_name, *args)\n self.zeroshot_weights=self._get_zeroshot_weights(imagenet_classes, imagenet_templates)\n \n def _get_zeroshot_weights(self, class_names, templates):\n with torch.no_grad():\n zeroshot_weights = []\n for class_name in tqdm(class_names):\n texts = [template.format(class_name) for template in templates] # format with class\n texts = clip.tokenize(texts).to(device()) # tokenize\n class_embeddings = self.model.encode_text(texts) # embed with text encoder\n class_embeddings /= class_embeddings.norm(dim=-1, keepdim=True)\n class_embedding = class_embeddings.mean(dim=0)\n class_embedding /= class_embedding.norm()\n zeroshot_weights.append(class_embedding)\n zeroshot_weights = torch.stack(zeroshot_weights, dim=1).to(device())\n\n return zeroshot_weights\n\n def preprocess(self):\n n_px = self.model.visual.input_resolution\n return Compose([\n Resize(n_px, interpolation=PIL.Image.BICUBIC),\n CenterCrop(n_px),\n # lambda image: image.convert(\"RGB\"),\n ToTensor(),\n Normalize((0.48145466, 0.4578275, 0.40821073), (0.26862954, 0.26130258, 0.27577711)),\n ])\n\n def forward_batch(self, images):\n assert type(images) is torch.Tensor\n\n images = undo_default_preprocessing(images)\n images = [self.preprocess()(ToPILImage()(image)) for image in images]\n images = torch.Tensor(np.stack(images, axis=0)).to(device())\n\n self.model.eval()\n \n image_features = self.model.encode_image(images)\n image_features /= image_features.norm(dim=-1, keepdim=True)\n logits = 100. * image_features @ self.zeroshot_weights\n return self.to_numpy(logits)\n\n\nclass EfficientNetPytorchModel(PytorchModel):\n\n def __init__(self, model, model_name, *args):\n super(EfficientNetPytorchModel, self).__init__(model, model_name, *args)\n\n def preprocess(self):\n normalize = Normalize(mean=[0.485, 0.456, 0.406],\n std=[0.229, 0.224, 0.225])\n img_size = 475\n crop_pct = 0.936\n scale_size = int(math.floor(img_size / crop_pct)) \n return Compose([\n Resize(scale_size, interpolation=PIL.Image.BICUBIC),\n CenterCrop(img_size),\n ToTensor(),\n normalize,\n ])\n\n def forward_batch(self, images):\n assert type(images) is torch.Tensor\n self.model.eval()\n\n images = undo_default_preprocessing(images)\n images = [self.preprocess()(ToPILImage()(image)) for image in images]\n images = torch.Tensor(np.stack(images, axis=0)).to(device())\n\n logits = self.model(images)\n return self.to_numpy(logits)\n\n\nclass SwagPytorchModel(PytorchModel):\n\n def __init__(self, model, model_name, input_size, *args):\n super(SwagPytorchModel, self).__init__(model, model_name, *args)\n self.input_size = input_size\n\n def preprocess(self):\n normalize = Normalize(mean=[0.485, 0.456, 0.406],\n std=[0.229, 0.224, 0.225])\n\n return Compose([\n Resize(self.input_size, interpolation=PIL.Image.BICUBIC),\n CenterCrop(self.input_size),\n ToTensor(),\n normalize,\n ])\n\n def forward_batch(self, images):\n assert type(images) is torch.Tensor\n self.model.eval()\n images = undo_default_preprocessing(images)\n images = [self.preprocess()(ToPILImage()(image)) for image in images]\n images = torch.Tensor(np.stack(images, axis=0)).to(device())\n logits = self.model(images)\n return self.to_numpy(logits) \n"
},
{
"path": "modelvshuman/models/wrappers/tensorflow.py",
"content": "import numpy as np\nimport tensorflow as tf\nfrom skimage.transform import resize\n\ntf.compat.v1.enable_eager_execution()\nfrom .base import AbstractModel\nfrom ...helper.human_categories import compute_imagenet_indices_for_category\n\n\ndef get_device(device=None):\n import tensorflow as tf\n\n if device is None:\n device = tf.device(\"/GPU:0\" if tf.test.is_gpu_available() else \"/CPU:0\")\n if isinstance(device, str):\n device = tf.device(device)\n return device\n\n\nclass TensorflowModel(AbstractModel):\n\n def __init__(self, model, model_name, *args):\n self.model = model\n self.model_name = model_name\n self.args = args\n\n def softmax(self, logits):\n assert type(logits) is np.ndarray\n return tf.nn.softmax(logits).numpy()\n\n def forward_batch(self, images):\n device = get_device()\n with device:\n predictions = self.model(images)\n return predictions.numpy()\n"
},
{
"path": "modelvshuman/plotting/__init__.py",
"content": "from . import analyses\nfrom . import plot\n"
},
{
"path": "modelvshuman/plotting/analyses.py",
"content": "\"\"\"\nAnalyses based on .csv files containing experimental data.\n\"\"\"\n\nimport numpy as np\nimport pandas as pd\nimport os\nfrom abc import ABC, abstractmethod\nfrom copy import deepcopy\n\nfrom .. import constants as c\nfrom ..helper import human_categories as hc\nfrom . import decision_makers as dm\n\n\nclass Analysis(ABC):\n figsize = (7, 6)\n\n def __init__(self, *args, **kwargs):\n pass\n\n @staticmethod\n def _check_dataframe(df):\n assert len(df) > 0, \"empty dataframe\"\n\n @abstractmethod\n def analysis(self, *args, **kwargs):\n pass\n\n @abstractmethod\n def get_result_df(self, *args, **kwars):\n pass\n\n @property\n @abstractmethod\n def num_input_models(self):\n \"\"\"Return number of input data frames for analysis.\n\n E.g. if analysis compares two observers/models, this\n number will be 2.\n \"\"\"\n pass\n\n\nclass ConfusionAnalysis(Analysis):\n\n num_input_models = 1\n\n def __init__(self):\n super().__init__()\n self.plotting_name = \"confusion-matrix\"\n\n\n def analysis(self, df,\n categories=hc.get_human_object_recognition_categories(),\n include_NA=True):\n\n df = deepcopy(df)\n\n c = categories\n if include_NA:\n c = [\"na\"]+c\n df['object_response'] = pd.Categorical(df.object_response,\n categories=c)\n\n confusion_matrix = pd.crosstab(df['object_response'], df['category'],\n dropna=False)\n\n confusion_matrix = 100.0*confusion_matrix.astype('float') / confusion_matrix.sum(axis=0)[np.newaxis, :]\n return confusion_matrix\n\n\n def get_result_df():\n pass\n\n\n\nclass ShapeBias(Analysis):\n \"\"\"Reference: Geirhos et al. ICLR 2019\n https://openreview.net/pdf?id=Bygh9j09KX\n \"\"\"\n num_input_models = 1\n\n def __init__(self):\n super().__init__()\n self.plotting_name = \"shape-bias\"\n\n\n def analysis(self, df):\n\n self._check_dataframe(df)\n\n df = df.copy()\n df[\"correct_texture\"] = df[\"imagename\"].apply(self.get_texture_category)\n df[\"correct_shape\"] = df[\"category\"]\n\n # remove those rows where shape = texture, i.e. no cue conflict present\n df2 = df.loc[df.correct_shape != df.correct_texture]\n fraction_correct_shape = len(df2.loc[df2.object_response == df2.correct_shape]) / len(df)\n fraction_correct_texture = len(df2.loc[df2.object_response == df2.correct_texture]) / len(df)\n shape_bias = fraction_correct_shape / (fraction_correct_shape + fraction_correct_texture)\n\n result_dict = {\"fraction-correct-shape\": fraction_correct_shape,\n \"fraction-correct-texture\": fraction_correct_texture,\n \"shape-bias\": shape_bias}\n return result_dict\n\n\n def get_result_df(self):\n pass\n\n\n def get_texture_category(self, imagename):\n \"\"\"Return texture category from imagename.\n\n e.g. 'XXX_dog10-bird2.png' -> 'bird\n '\"\"\"\n assert type(imagename) is str\n\n # remove unneccessary words\n a = imagename.split(\"_\")[-1]\n # remove .png etc.\n b = a.split(\".\")[0]\n # get texture category (last word)\n c = b.split(\"-\")[-1]\n # remove number, e.g. 'bird2' -> 'bird'\n d = ''.join([i for i in c if not i.isdigit()])\n return d\n\n\nclass ErrorConsistency(Analysis):\n \"\"\"Reference: Geirhos, Meding & Wichmann, NeurIPS 2020\n https://arxiv.org/abs/2006.16736\n \"\"\"\n\n num_input_models = 2\n\n def __init__(self):\n super().__init__()\n self.plotting_name = \"error-consistency\"\n self.ylabel = \"Error consistency (kappa)\"\n self.ylim = (-0.2, 1)\n self.height_line_for_chance = 0.0\n self.figsize = (8.8, 7.14)\n\n\n def error_consistency(self, expected_consistency, observed_consistency):\n \"\"\"Return error consistency as measured by Cohen's kappa.\"\"\"\n\n assert expected_consistency >= 0.0\n assert expected_consistency <= 1.0\n assert observed_consistency >= 0.0\n assert observed_consistency <= 1.0\n\n if observed_consistency == 1.0:\n return 1.0\n else:\n return (observed_consistency - expected_consistency) / (1.0 - expected_consistency)\n\n\n def analysis(self, df1, df2):\n \"\"\"Return error consistency\"\"\"\n\n self._check_dataframe(df1)\n self._check_dataframe(df2)\n assert len(df1) == len(df2)\n\n num_trials = len(df1)\n p1 = SixteenClassAccuracy().analysis(df1)[\"16-class-accuracy\"]\n p2 = SixteenClassAccuracy().analysis(df2)[\"16-class-accuracy\"]\n expected_consistency = p1 * p2 + (1 - p1) * (1 - p2)\n\n # sort such that all trials are in the same order\n df1 = df1.sort_values(by=\"image_id\")\n df2 = df2.sort_values(by=\"image_id\")\n df1 = df1.reset_index()\n df2 = df2.reset_index()\n assert df1[\"image_id\"].equals(df2[\"image_id\"])\n\n df1 = df1.copy()\n df2 = df2.copy()\n df1[\"is_correct\"] = df1.object_response == df1.category\n df2[\"is_correct\"] = df2.object_response == df2.category\n observed_consistency = (df1.is_correct == df2.is_correct).sum() / len(df1)\n\n error_consistency = self.error_consistency(expected_consistency=expected_consistency,\n observed_consistency=observed_consistency)\n\n return {\"expected-consistency\": expected_consistency,\n \"observed-consistency\": observed_consistency,\n \"error-consistency\": error_consistency}\n\n\n def get_result_df(self, df, decision_makers, experiment, column=\"error-consistency\"):\n \"\"\"Return mean consistency between decision_makers and human observers.\"\"\"\n\n result_df = pd.DataFrame(columns=['subj', 'condition',\n 'yvalue', 'decision-maker-ID',\n 'colour'])\n\n\n humans, models = dm.get_human_and_model_decision_makers(decision_makers)\n assert len(humans) > 0, \"Error consistency between humans and models can \"+ \\\n \"only be computed if human observers are included \" + \\\n \"as decision makers.\"\n\n def get_result(result_df, df, dm1, condition):\n values = []\n for h in humans:\n if dm1 != h:\n df1 = df.loc[(df[\"condition\"]==condition) & (df[\"subj\"]==dm1)]\n df2 = df.loc[(df[\"condition\"]==condition) & (df[\"subj\"]==h)]\n r = self.analysis(df1, df2)\n values.append(r[\"error-consistency\"])\n return np.mean(values)\n\n\n for c in experiment.data_conditions:\n for m in models:\n yvalue = get_result(result_df, df, m, condition=c)\n attr = dm.decision_maker_to_attributes(m, decision_makers)\n result_df = result_df.append({'subj': attr[\"plotting_name\"],\n 'condition': c,\n 'yvalue': yvalue,\n 'decision-maker-ID': attr[\"ID\"]},\n ignore_index=True)\n \n hvalues = []\n for h in humans:\n hvalues.append(get_result(result_df, df, h, condition=c))\n\n attr = dm.decision_maker_to_attributes(h, decision_makers)\n result_df = result_df.append({'subj': attr[\"plotting_name\"],\n 'condition': c,\n 'yvalue': np.mean(hvalues),\n 'decision-maker-ID': attr[\"ID\"]},\n ignore_index=True)\n\n return result_df\n\n\nclass XYAnalysis(Analysis):\n\n def get_result_df(self, df, decision_makers,\n experiment):\n\n result_df = pd.DataFrame(columns=['subj', 'condition',\n 'yvalue', 'decision-maker-ID',\n 'colour'])\n\n for d in decision_makers:\n for c in experiment.data_conditions:\n subdat = df.loc[(df[\"condition\"]==c) & (df[\"subj\"].isin(d.decision_makers))]\n r = self.analysis(subdat)\n assert len(r) == 1, \"Analysis unexpectedly returned more than one scalar.\"\n result_df = result_df.append({'subj': d.plotting_name,\n 'condition': c,\n 'yvalue': list(r.values())[0],\n 'decision-maker-ID': d.ID},\n ignore_index=True)\n\n return result_df\n\n\nclass SixteenClassAccuracy(XYAnalysis):\n \"\"\"Reference: Geirhos et al. NeurIPS 2018\n https://arxiv.org/abs/1808.08750\n \"\"\"\n\n NUM_CATEGORIES = 16\n num_input_models = 1\n\n def __init__(self):\n super().__init__()\n self.ylabel = \"Classification accuracy\"\n self.plotting_name = \"OOD accuracy\"\n self.ylim = (0, 1)\n self.height_line_for_chance = 1 / self.NUM_CATEGORIES\n\n\n def analysis(self, df):\n \"\"\"Return accuracy of responses.\"\"\"\n\n self._check_dataframe(df)\n accuracy = len(df.loc[df.object_response == df.category]) / len(df)\n result_dict = {\"16-class-accuracy\": accuracy}\n return result_dict\n\n\nclass SixteenClassAccuracyDifference(XYAnalysis):\n \"\"\"Difference between two accuracies (e.g. model and human).\"\"\"\n\n NUM_CATEGORIES = 16\n num_input_models = 2\n\n def __init__(self):\n super().__init__()\n self.ylabel = \"Classification accuracy difference\"\n self.plotting_name = \"accuracy-difference\"\n self.ylim = (0, 1)\n\n\n def analysis(self, df1, df2, norm=np.square):\n \"\"\"Return accuracy of responses.\"\"\"\n\n self._check_dataframe(df1)\n self._check_dataframe(df2)\n accuracy_1 = len(df1.loc[df1.object_response == df1.category]) / len(df1)\n accuracy_2 = len(df2.loc[df2.object_response == df2.category]) / len(df2)\n acc_difference = norm(accuracy_1 - accuracy_2)\n result_dict = {\"16-class-accuracy-difference\": acc_difference}\n return result_dict\n\n\nclass Entropy(XYAnalysis):\n \"\"\"Reference: Geirhos et al. NeurIPS 2018\n https://arxiv.org/abs/1808.08750\n \"\"\"\n\n num_input_models = 1\n\n def __init__(self, num_categories=16):\n super().__init__()\n self.ylabel = \"Response distr. entropy [bits]\"\n self.plotting_name = \"entropy\"\n self.ylim = (0, np.log2(num_categories))\n self.height_line_for_chance = np.log2(num_categories)\n\n\n def analysis(self, df):\n \"\"\"Return response distribution entropy.\"\"\"\n\n self._check_dataframe(df)\n\n entropy_per_subj = []\n for subj in df[\"subj\"].unique():\n\n response_probabilities = get_percent_answers_per_category(df.loc[df[\"subj\"]==subj])\n\n entropy = 0.0\n for p in response_probabilities:\n if abs(p) > 1e-5: # ignore values too close to zero\n entropy += p * np.log2(p)\n entropy = 0 - entropy\n entropy_per_subj.append(entropy)\n\n result_dict = {\"entropy\": np.mean(entropy_per_subj)}\n return result_dict\n\n\ndef get_analysis_list(df, conditions, analysis):\n \"\"\"Apply analysis to all conditions within dataframe.\"\"\"\n\n analysis_list = []\n for c in conditions:\n subset = df.loc[df.condition == c]\n analysis_result = analysis(subset)\n keys = list(analysis_result.keys())\n assert len(keys) == 1\n analysis_list.append(analysis_result[keys[0]])\n\n return analysis_list\n\n\ndef get_percent_answers_per_category(df):\n \"\"\"Return a list of percentages, one per category.\n\n Helper function for entropy computation.\n Each value indicates the percentage of object_response\n for this category. The sum, thus, should be 1.0 (CNN)\n or close to 1 (humans, 'na' not included)\n \"\"\"\n\n result = []\n num_answers = len(df)\n for category in df.category.unique():\n if str(category) != \"na\":\n result.append(len(df.loc[df.object_response == category]) / num_answers)\n\n return result\n"
},
{
"path": "modelvshuman/plotting/colors.py",
"content": "\"\"\"\nDefine color scheme.\n\"\"\"\n\n\ndef rgb(r, g, b, divide_by=255.0):\n \"\"\"Convenience function: return colour in [0, 1].\"\"\"\n return (r/divide_by, g/divide_by, b/divide_by)\n\n\n# primary colors\nred = rgb(165, 30, 55)\ngold = rgb(180, 160, 105)\nmetallic = rgb(50, 65, 75)\n\n# secondary colors\nblue1 = rgb(65, 90, 140)\nblue2 = rgb(0, 105, 170)\nblue3 = rgb(80, 170, 200)\n\ngreen1 = rgb(50, 110, 30)\ngreen2 = rgb(125, 165, 75)\ngreen3 = rgb(130, 185, 160)\n\ngrey1 = rgb(180, 160, 150)\npurple1 = rgb(175, 110, 150)\nred1 = rgb(200, 80, 60)\n\nbrown1 = rgb(145, 105, 70)\norange1 = rgb(210, 150, 0)\norange2 = rgb(215, 180, 105)\n\n# other colors\nblack = rgb(0, 0, 0)\n"
},
{
"path": "modelvshuman/plotting/decision_makers.py",
"content": "# /!usr/bin/env python3\n\n\"\"\"\nDefine decision makers (either human participants or CNN models).\n\"\"\"\n\nfrom dataclasses import dataclass\nimport fnmatch\nfrom matplotlib.lines import Line2D\n\nfrom .. import constants as c\nfrom .colors import *\n\n\n@dataclass\nclass DecisionMaker:\n name_pattern: any\n df: any\n color: any = \"grey\"\n marker: str = \"o\"\n plotting_name: str = None\n file_name: str = None # name to use when saving figures\n\n def __post_init__(self):\n\n assert len(self.df.subj.unique()) > 0, \"no 'subj' column found in data frame\"\n\n if self.plotting_name is None:\n if type(self.name_pattern) is str and self.name_pattern in self.df.subj.unique():\n self.plotting_name = self.name_pattern\n else:\n self.plotting_name = \"aggregated-subjects\"\n else:\n self.plotting_name = self.plotting_name\n\n if type(self.name_pattern) is str:\n self.name_pattern = [self.name_pattern]\n else:\n assert type(self.name_pattern) is list, \"type(name_pattern) needs \\\n to be 'str' or 'list'\"\n self.name_pattern = self.name_pattern\n\n self.decision_makers = []\n for subj in self.df.subj.unique():\n for pattern in self.name_pattern:\n if fnmatch.fnmatch(subj, pattern):\n self.decision_makers.append(subj)\n if len(self.decision_makers) == 0:\n print(\"The following model(s) were not found: \"+', '.join(self.name_pattern))\n print(\"List of possible models in this dataset:\")\n print(self.df.subj.unique())\n else:\n self.ID = self._get_ID()\n self.df = None # no longer needed\n\n assert self.marker in Line2D.markers.keys(), \"Unknown marker \"+str(self.marker)+\" used when creating decision maker: use one of \"+str(Line2D.markers.keys())\n\n self.file_name = self._convert_file_name(self.plotting_name)\n\n\n def _get_ID(self):\n ID = self.decision_makers[0]\n for d in self.decision_makers[1:]:\n ID = ID+\"_\"+d\n return ID\n\n def _convert_file_name(self, plotting_name):\n file_name = plotting_name\n file_name = file_name.replace(\" \", \"\")\n file_name = file_name.replace(\"_\", \"-\")\n file_name = file_name.replace(\",\", \"-\")\n return file_name\n\n\ndef get_individual_decision_makers(decision_maker_list):\n \"\"\"Return list of individual decision makers.\"\"\"\n\n individual_dms = []\n for dm in decision_maker_list:\n individual_dms += dm.decision_makers\n \n return individual_dms\n\n\ndef get_human_and_model_decision_makers(decision_maker_list):\n\n individual_dms = get_individual_decision_makers(decision_maker_list)\n humans = []\n models = []\n for dm in individual_dms:\n if dm.startswith(\"subject-\"):\n humans.append(dm)\n else:\n models.append(dm)\n return humans, models\n\n\ndef decision_maker_to_attributes(decision_maker_name, decision_maker_list):\n \"\"\"Based on str 'decision_maker', return dict of attributes.\"\"\"\n\n assert type(decision_maker_name) is str\n\n for dm in decision_maker_list:\n for individual_dm in dm.decision_makers:\n if decision_maker_name == \"humans\" and individual_dm.startswith(\"subject-\") or \\\n decision_maker_name.replace(\"-\", \"_\") == individual_dm.replace(\"-\", \"_\"):\n return {\"color\": dm.color,\n \"marker\": dm.marker,\n \"plotting_name\": dm.plotting_name,\n \"ID\": dm.ID}\n raise ValueError(\"No attributes found for decision maker \"+decision_maker_name)\n"
},
{
"path": "modelvshuman/plotting/plot.py",
"content": "# /!usr/bin/env python3\n\n\"\"\"\nPlotting functionality\n\"\"\"\n\nimport copy\nimport logging\nimport os\nfrom os.path import join as pjoin\nfrom multiprocessing import Process\n\nimport matplotlib.markers as mmarkers\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\nimport seaborn as sns\nfrom matplotlib.colors import ListedColormap\nfrom matplotlib.ticker import FormatStrFormatter\nfrom tqdm import tqdm\n\nfrom . import analyses as a\nfrom . import decision_makers as dm\nfrom .colors import rgb\nfrom .. import constants as consts\nfrom ..datasets.experiments import get_experiments\nfrom ..helper import plotting_helper as ph\nfrom ..utils import load_dataset\n\nlogger = logging.getLogger(__name__)\n\n\n##################################################################\n# PLOTTING-SPECIFIC CONSTANTS AND GLOBAL SETTINGS\n##################################################################\n\n\n# global default boundary settings for thin gray transparent\n# boundaries to avoid not being able to see the difference\n# between two partially overlapping datapoints of the same color:\nPLOTTING_EDGE_COLOR = (0.3, 0.3, 0.3, 0.3)\nPLOTTING_EDGE_WIDTH = 0.02\n\nMETRICS = {\"OOD accuracy\": (a.SixteenClassAccuracy(), \"16-class-accuracy\"),\n \"accuracy difference\": (a.SixteenClassAccuracyDifference(),\n \"16-class-accuracy-difference\"),\n \"observed consistency\": (a.ErrorConsistency(), \"observed-consistency\"),\n \"error consistency\": (a.ErrorConsistency(), \"error-consistency\")}\n\n# exclusion criteria:\n# - not OOD: control condition without manipulation (e.g. 100% contrast)\n# - mean human accuracy < 0.2 (error consistency etc. not meaningful)\nEXCLUDE_CONDITIONS = {\n \"colour\": [\"cr\"],\n \"contrast\": [\"c100\", \"c03\", \"c01\"],\n \"high-pass\": [\"inf\", \"0.55\", \"0.45\", \"0.4\"],\n \"low-pass\": [\"0\", \"15\", \"40\"],\n \"phase-scrambling\": [\"0\", \"150\", \"180\"],\n \"power-equalisation\": [\"0\"],\n \"false-colour\": [\"True\"],\n \"rotation\": [\"0\"],\n \"eidolonI\": [\"1-10-10\", \"64-10-10\", \"128-10-10\"],\n \"eidolonII\": [\"1-3-10\", \"32-3-10\", \"64-3-10\", \"128-3-10\"],\n \"eidolonIII\": [\"1-0-10\", \"16-0-10\", \"32-0-10\", \"64-0-10\", \"128-0-10\"],\n \"uniform-noise\": [\"0.0\", \"0.6\", \"0.9\"]\n}\n\nEXCLUDE = True\n\n\n##################################################################\n# Main plot function to be called by user\n##################################################################\n\n\ndef plot(plot_types,\n plotting_definition,\n dataset_names=None,\n figure_directory_name=\"example-figures\",\n crop_PDFs=True):\n \"\"\"Start different processes for different plotting types to speed up plotting.\"\"\"\n\n processes = []\n for plot_type in plot_types:\n process = Process(target = plot_nonparallel, kwargs={\"plot_types\": [plot_type],\n \"plotting_definition\": plotting_definition,\n \"dataset_names\": dataset_names,\n \"figure_directory_name\": figure_directory_name,\n \"crop_PDFs\": crop_PDFs})\n process.start()\n processes.append(process)\n\n for process in processes:\n process.join()\n\n if crop_PDFs:\n ph.crop_pdfs_in_directory(os.path.join(consts.FIGURE_DIR, figure_directory_name))\n\n\ndef plot_nonparallel(plot_types,\n plotting_definition,\n dataset_names=None,\n figure_directory_name=\"example-figures\",\n crop_PDFs=True):\n for plot_type in plot_types:\n assert plot_type in consts.PLOT_TYPE_TO_DATASET_MAPPING.keys(), \"please select plot_types from: \" + str(\n consts.PLOT_TYPE_TO_DATASET_MAPPING.keys())\n if dataset_names is not None:\n for d_name in dataset_names:\n assert d_name in consts.PLOT_TYPE_TO_DATASET_MAPPING[plot_type], f\"plot_type '{plot_type}' is not available for dataset '{d_name}'. The following datasets can be plotted for this plot_type: {consts.PLOT_TYPE_TO_DATASET_MAPPING[plot_type]}\"\n\n\n result_dir = os.path.join(consts.FIGURE_DIR, figure_directory_name)\n if not os.path.exists(result_dir):\n os.makedirs(result_dir)\n\n for plot_type in plot_types:\n if dataset_names is None:\n current_dataset_names = get_dataset_names(plot_type)\n else:\n current_dataset_names = dataset_names\n\n datasets = get_experiments(current_dataset_names)\n\n if plot_type == \"confusion-matrix\":\n confusion_matrices_dir = os.path.join(result_dir, \"confusion-matrices/\")\n if not os.path.exists(confusion_matrices_dir):\n os.makedirs(confusion_matrices_dir)\n plot_confusion_matrix(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=confusion_matrices_dir)\n if crop_PDFs:\n ph.crop_pdfs_in_directory(confusion_matrices_dir)\n\n elif plot_type == \"accuracy\":\n plot_accuracy(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir)\n\n elif plot_type == \"entropy\":\n plot_entropy(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir)\n\n elif plot_type == \"shape-bias\":\n plot_shape_bias_matrixplot(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir)\n plot_shape_bias_boxplot(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir)\n\n elif plot_type == \"error-consistency\":\n plot_error_consistency(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir)\n\n elif plot_type == \"benchmark-barplot\":\n plot_benchmark_barplot(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir)\n\n elif plot_type == \"nonparametric-benchmark-barplot\":\n for dataset_name in current_dataset_names:\n datasets = get_experiments([dataset_name])\n plot_benchmark_barplot(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir,\n print_to_latex=False,\n metrics_to_plot=[\"OOD accuracy\"],\n single_dataset_name=dataset_name)\n\n elif plot_type == \"scatterplot\":\n plot_scatterplot(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir)\n\n elif plot_type == \"error-consistency-lineplot\":\n plot_error_consistency_lineplot(datasets=datasets,\n decision_maker_fun=plotting_definition,\n result_dir=result_dir)\n\n else:\n raise NotImplementedError(\"unknown plot_type: \" + plot_type)\n\n\n##################################################################\n# Helper methods\n##################################################################\n\n\ndef get_datasets(dataset_names, *args, **kwargs):\n dataset_list = []\n for dataset in dataset_names:\n dataset = load_dataset(dataset, *args, **kwargs)\n dataset_list.extend(dataset) if isinstance(dataset, list) else dataset_list.append(dataset)\n return dataset_list\n\n\ndef get_dataset_names(plot_type):\n \"\"\"Given plot_type, return suitable dataset(s).\n\n In this regard, 'suitable' means:\n - valid plot_type <-> dataset combination\n - data is available\n \"\"\"\n\n dataset_names = []\n dataset_candidates = consts.PLOT_TYPE_TO_DATASET_MAPPING[plot_type]\n\n for candidate in dataset_candidates:\n if os.path.exists(pjoin(consts.RAW_DATA_DIR, candidate)):\n dataset_names.append(candidate)\n\n if len(dataset_names) == 0:\n raise ValueError(\"No data found for the specified plot_types.\")\n\n return dataset_names\n\n\ndef get_permutations(elements):\n \"\"\"Return permutation of elements.\n\n Return value: list of tuples, where tuples are\n unique combinations of elements\n \"\"\"\n\n permutations = []\n for i, elem1 in enumerate(elements):\n for j, elem2 in enumerate(elements):\n if i < j:\n permutations.append((elem1, elem2))\n return permutations\n\n\ndef exclude_conditions(dataset):\n dataset = copy.deepcopy(dataset)\n if len(dataset.experiments) > 0:\n assert dataset.name in EXCLUDE_CONDITIONS.keys()\n for c in EXCLUDE_CONDITIONS[dataset.name]:\n assert len(dataset.experiments) == 1\n assert c in dataset.experiments[0].data_conditions, f\"{c} not found for {dataset.name}\"\n idx = dataset.experiments[0].data_conditions.index(c)\n dataset.experiments[0].data_conditions.remove(c)\n del dataset.experiments[0].plotting_conditions[idx]\n #print(f\"Dataset {dataset.name}: removing condition {c}\")\n return dataset\n\n\ndef log(plot_type, dataset_name):\n \"\"\"Print logging info for plotting to console\"\"\"\n\n logging_info = f\"Plotting {plot_type} for dataset {dataset_name}\"\n logger.info(logging_info)\n print(logging_info)\n\n\ndef get_human_and_CNN_subjects(subjects):\n \"\"\"Split subjects into 2 lists: human, CNNs subjects.\"\"\"\n\n assert type(subjects) is list\n human_subjects = []\n CNN_subjects = []\n for s in subjects:\n if s.startswith(\"subject-\"):\n human_subjects.append(s)\n else:\n CNN_subjects.append(s)\n return human_subjects, CNN_subjects\n\n\ndef get_raw_matrix(dataset,\n decision_maker_fun,\n analysis,\n value=\"error-consistency\"):\n \"\"\"Return NxN data frame of error consistencies.\"\"\"\n\n df = ph.get_experimental_data(dataset)\n decision_makers = decision_maker_fun(df)\n subjects = dm.get_individual_decision_makers(decision_makers)\n\n num_subjects = len(subjects)\n matrix = np.ones([num_subjects, num_subjects])\n for i in tqdm(range(num_subjects)):\n s1 = subjects[i]\n df1 = df.loc[(df[\"subj\"] == s1)]\n for j in range(i, num_subjects):\n s2 = subjects[j]\n df2 = df.loc[(df[\"subj\"] == s2)]\n a = analysis.analysis(df1, df2)[value]\n matrix[i, j] = a\n matrix[j, i] = a\n\n plotting_names = []\n colors = []\n for s in subjects:\n attr = dm.decision_maker_to_attributes(s, decision_makers)\n if s.startswith(\"subject-\"):\n plotting_names.append(s)\n else:\n plotting_names.append(attr[\"plotting_name\"])\n if attr[\"color\"] == (230 / 255.0, 230 / 255.0, 230 / 255.0):\n # supervised models: too bright for error consistency matrices\n colors.append((150 / 255.0, 150 / 255.0, 150 / 255.0))\n else:\n colors.append(attr[\"color\"])\n\n assert len(colors) == matrix.shape[0] == matrix.shape[1]\n\n return {\"matrix\": pd.DataFrame(data=matrix,\n columns=plotting_names,\n index=plotting_names),\n \"colors\": colors}\n\n\ndef plotting_names_to_data_subjects(plotting_names,\n decision_makers):\n subjects = []\n plotting_set = set()\n for d in decision_makers:\n if d.plotting_name in plotting_names:\n subjects += d.decision_makers\n plotting_set.add(d.plotting_name)\n missing_subjects = plotting_set.symmetric_difference(set(plotting_names))\n if len(missing_subjects) > 0:\n print(\"Missing subjects: \")\n print(missing_subjects)\n raise ValueError(\"subjects missing\")\n return subjects\n\n\ndef get_mean_over_datasets(colname,\n metric_fun,\n metric_name,\n datasets,\n decision_maker_fun):\n \"\"\"Compute the mean result of metric_fun applied to datasets.\n\n Returns data frame with columns as follows:\n (name of decision maker)\n (name of numerical column with metric results)\n (plotting color)\n \"\"\"\n\n result_df = pd.DataFrame(columns=['model', 'plotting_name', 'dataset', colname, 'color'])\n for d_orig in datasets:\n df_raw = ph.get_experimental_data(d_orig)\n if EXCLUDE:\n d = exclude_conditions(d_orig)\n else:\n d = d_orig\n for dmaker in decision_maker_fun(df_raw):\n if len(d.experiments) == 1:\n df_selection = df_raw.loc[(df_raw[\"subj\"].isin(dmaker.decision_makers)) &\n (df_raw[\"condition\"].isin(d.experiments[0].data_conditions))]\n elif len(d.experiments) == 0:\n df_selection = df_raw.loc[(df_raw[\"subj\"].isin(dmaker.decision_makers))]\n else:\n raise ValueError(\"unknown\")\n r1 = metric_fun.analysis(df=df_selection)\n result_df = result_df.append([{\"plotting_name\": dmaker.plotting_name,\n \"dataset\": d.name,\n colname: r1[metric_name],\n \"color\": dmaker.color}],\n ignore_index=True)\n\n # average over datasets\n result_df = result_df.groupby(['plotting_name', 'color'], as_index=False)[colname].mean()\n return result_df\n\n\n##################################################################\n# Individual plotting methods\n##################################################################\n\ndef x_y_plot(figure_path,\n analysis,\n decision_makers,\n experiment,\n result_df):\n \"\"\"Plot experimental data on an x-y plot.\"\"\"\n\n plt.rcParams.update({'font.size': 20})\n\n fig, ax = plt.subplots(figsize=analysis.figsize)\n plt.xlabel(experiment.xlabel)\n plt.ylabel(analysis.ylabel)\n margin = analysis.ylim[1] * 0.01 # avoid cropping datapoints\n plt.ylim((analysis.ylim[0] - margin, analysis.ylim[1] + margin))\n\n ax.spines['right'].set_visible(False)\n ax.spines['top'].set_visible(False)\n\n for ID in result_df[\"decision-maker-ID\"].unique():\n decision_maker = None\n for d in decision_makers:\n if ID == d.ID:\n decision_maker = d\n break\n assert decision_maker is not None, \"no matching decision maker found\"\n result_list = result_df.loc[result_df[\"decision-maker-ID\"] == ID][\"yvalue\"]\n plt.plot(experiment.plotting_conditions, result_list,\n marker=decision_maker.marker, color=decision_maker.color,\n markersize=12, linewidth=1,\n markeredgecolor=PLOTTING_EDGE_COLOR,\n markeredgewidth=PLOTTING_EDGE_WIDTH)\n\n if analysis.height_line_for_chance is not None:\n axes = plt.gca()\n x_vals = np.array(ax.get_xlim())\n y_vals = analysis.height_line_for_chance + 0 * x_vals\n plt.plot(x_vals, y_vals, ':', color=\"grey\")\n\n plt.savefig(figure_path)\n plt.close()\n\n\ndef confusion_matrix_helper(data, output_filename,\n plot_cbar=False, plot_labels=False):\n \"\"\"Plot confusion matrix using heatmap.\n\n Args:\n data (list of list): List of lists with confusion matrix data.\n labels (list): Labels which will be plotted across x and y axis.\n output_filename (str): Path to output file.\n\n \"\"\"\n sns.set(color_codes=True)\n plt.figure(1, figsize=(9, 6))\n\n sns.set(font_scale=1.4)\n\n N = 256\n vals = np.ones((N, 4))\n vals[:, 0] = np.linspace(165 / 256, 1, N)\n vals[:, 1] = np.linspace(30 / 256, 1, N)\n vals[:, 2] = np.linspace(55 / 256, 1, N)\n newcmp = ListedColormap(vals)\n\n ax = sns.heatmap(data, cmap=newcmp.reversed(),\n vmin=0.0, vmax=100.0, linecolor=\"black\", linewidths=1.0,\n square=True, cbar=plot_cbar,\n xticklabels=plot_labels, yticklabels=plot_labels)\n\n if plot_labels:\n colnames = list(data.columns)\n rownames = list(data.index.values)\n ax.set_xticklabels(colnames)\n ax.set_yticklabels(rownames)\n ax.set(xlabel=\"Presented category\", ylabel=\"Decision\")\n else:\n ax.set(xlabel=\"\", ylabel=\"\")\n\n plt.savefig(output_filename, bbox_inches='tight', dpi=300)\n plt.close()\n sns.reset_defaults()\n sns.reset_orig()\n plt.style.use('default')\n\n\ndef plot_shape_bias_matrixplot(datasets,\n decision_maker_fun,\n result_dir,\n analysis=a.ShapeBias(),\n order_by='humans'):\n assert len(datasets) == 1\n ds = datasets[0]\n assert ds.name == \"cue-conflict\"\n\n log(plot_type=\"shape-bias-matrixplot\", dataset_name=ds.name)\n\n df = ph.get_experimental_data(ds)\n\n fontsize = 25\n ticklength = 10\n markersize = 250\n\n classes = df[\"category\"].unique()\n num_classes = len(classes)\n\n # plot setup\n fig = plt.figure(1, figsize=(12, 12), dpi=300.)\n ax = plt.gca()\n\n ax.set_xlim([0, 1])\n ax.set_ylim([-.5, num_classes - 0.5])\n\n # secondary reversed x axis\n ax_top = ax.secondary_xaxis('top', functions=(lambda x: 1 - x, lambda x: 1 - x))\n\n # labels, ticks\n plt.tick_params(axis='y',\n which='both',\n left=False,\n right=False,\n labelleft=False)\n ax.set_ylabel(\"Shape categories\", labelpad=60, fontsize=fontsize)\n ax.set_xlabel(\"Fraction of 'texture' decisions\", fontsize=fontsize, labelpad=25)\n ax_top.set_xlabel(\"Fraction of 'shape' decisions\", fontsize=fontsize, labelpad=25)\n ax.xaxis.set_major_formatter(FormatStrFormatter('%g'))\n ax_top.xaxis.set_major_formatter(FormatStrFormatter('%g'))\n ax.get_xaxis().set_ticks(np.arange(0, 1.1, 0.1))\n ax_top.set_ticks(np.arange(0, 1.1, 0.1))\n ax.tick_params(axis='both', which='major', labelsize=fontsize, length=ticklength)\n ax_top.tick_params(axis='both', which='major', labelsize=fontsize, length=ticklength)\n\n # arrows on x axes\n plt.arrow(x=0, y=-1.75, dx=1, dy=0, fc='black',\n head_width=0.4, head_length=0.03, clip_on=False,\n length_includes_head=True, overhang=0.5)\n plt.arrow(x=1, y=num_classes + 0.75, dx=-1, dy=0, fc='black',\n head_width=0.4, head_length=0.03, clip_on=False,\n length_includes_head=True, overhang=0.5)\n\n # icons besides y axis\n ## determine order of icons\n for dmaker in decision_maker_fun(df):\n if dmaker.plotting_name == order_by:\n df_selection = df.loc[(df[\"subj\"].isin(dmaker.decision_makers))]\n class_avgs = []\n for cl in classes:\n df_class_selection = df_selection.query(\"category == '{}'\".format(cl))\n class_avgs.append(1 - analysis.analysis(df=df_class_selection)['shape-bias'])\n sorted_indices = np.argsort(class_avgs)\n classes = classes[sorted_indices]\n break\n\n # icon placement is calculated in axis coordinates\n WIDTH = 1 / num_classes #\n XPOS = -1.25 * WIDTH # placement left of yaxis (-WIDTH) plus some spacing (-.25*WIDTH)\n YPOS = -0.5\n HEIGHT = 1\n MARGINX = 1 / 10 * WIDTH # vertical whitespace between icons\n MARGINY = 1 / 10 * HEIGHT # horizontal whitespace between icons\n\n left = XPOS + MARGINX\n right = XPOS + WIDTH - MARGINX\n\n for i in range(num_classes):\n bottom = i + MARGINY + YPOS\n top = (i + 1) - MARGINY + YPOS\n iconpath = pjoin(consts.ICONS_DIR, \"{}.png\".format(classes[i]))\n plt.imshow(plt.imread(iconpath), extent=[left, right, bottom, top], aspect='auto', clip_on=False)\n\n # plot horizontal intersection lines\n for i in range(num_classes - 1):\n plt.plot([0, 1], [i + .5, i + .5], c='gray', linestyle='dotted', alpha=0.4)\n\n # plot average shapebias + scatter points\n for dmaker in decision_maker_fun(df):\n df_selection = df.loc[(df[\"subj\"].isin(dmaker.decision_makers))]\n result_df = analysis.analysis(df=df_selection)\n avg = 1 - result_df['shape-bias']\n ax.plot([avg, avg], [-1, num_classes], color=dmaker.color)\n class_avgs = []\n for cl in classes:\n df_class_selection = df_selection.query(\"category == '{}'\".format(cl))\n class_avgs.append(1 - analysis.analysis(df=df_class_selection)['shape-bias'])\n\n ax.scatter(class_avgs, classes,\n color=dmaker.color,\n marker=dmaker.marker,\n label=dmaker.plotting_name,\n s=markersize,\n clip_on=False,\n edgecolors=PLOTTING_EDGE_COLOR,\n linewidths=PLOTTING_EDGE_WIDTH,\n zorder=3)\n\n figure_path = pjoin(result_dir, f\"{ds.name}_shape-bias_matrixplot.pdf\")\n fig.savefig(figure_path)\n plt.close()\n\n\ndef plot_shape_bias_boxplot(datasets,\n decision_maker_fun,\n result_dir,\n analysis=a.ShapeBias(),\n order_by='humans'):\n assert len(datasets) == 1\n ds = datasets[0]\n assert ds.name == \"cue-conflict\"\n\n log(plot_type=\"shape-bias-boxplot\", dataset_name=ds.name)\n\n df = ph.get_experimental_data(ds)\n\n # plot setup\n fig = plt.figure(1, figsize=(15, 4), dpi=300.)\n ax = plt.gca()\n plt.xticks(rotation=90)\n ax.set_ylabel(\"shape bias\", fontsize=12)\n\n decision_maker_to_shape_bias_dict = {}\n colors = []\n labels = []\n label_colors = []\n for dmaker in decision_maker_fun(df):\n if len(dmaker.decision_makers) > 1:\n decision_maker_to_shape_bias_humans_dict = {}\n for dmaker_human in dmaker.decision_makers:\n df_selection = df.loc[(df[\"subj\"].isin([dmaker_human]))]\n class_avgs = df_selection.groupby([\"category\"]).apply(lambda x: analysis.analysis(df=x)[\"shape-bias\"])\n decision_maker_to_shape_bias_humans_dict[dmaker_human] = class_avgs.tolist()\n df_results_humans = pd.DataFrame(decision_maker_to_shape_bias_humans_dict)\n df_results_humans[\"humans\"] = df_results_humans.mean(axis=1)\n\n else:\n subject_name = dmaker.decision_makers[0]\n df_selection = df.loc[(df[\"subj\"].isin(dmaker.decision_makers))]\n class_avgs = df_selection.groupby([\"category\"]).apply(lambda x: analysis.analysis(df=x)[\"shape-bias\"])\n decision_maker_to_shape_bias_dict[subject_name] = class_avgs.tolist()\n colors.append(dmaker.color)\n if subject_name in consts.TORCHVISION_MODELS:\n label_colors.append(rgb(150, 150, 150))\n else:\n label_colors.append(dmaker.color)\n labels.append(dmaker.plotting_name)\n\n decision_maker_to_shape_bias_dict[\"humans\"] = df_results_humans.humans.tolist()\n df_results = pd.DataFrame(decision_maker_to_shape_bias_dict)\n boxplot = ax.boxplot(df_results,\n vert=True, # vertical box alignment\n patch_artist=True, # fill with color\n labels=labels,\n showfliers=False\n )\n for element, x_axis, color, label_color in zip(boxplot[\"boxes\"], ax.xaxis.get_ticklabels(), colors, label_colors):\n element.set(color=color)\n x_axis.set_color(label_color)\n plt.subplots_adjust(bottom=0.55)\n figure_path = pjoin(result_dir, f\"{ds.name}_shape-bias_boxplot.pdf\")\n fig.savefig(figure_path)\n plt.close()\n\n\ndef plot_error_consistency(datasets, decision_maker_fun, result_dir,\n analysis=a.ErrorConsistency()):\n plot_matrix(datasets=datasets, analysis=analysis,\n decision_maker_fun=decision_maker_fun,\n result_dir=result_dir, plot_type=\"error-consistency\")\n\n\ndef plot_matrix(datasets, analysis,\n decision_maker_fun,\n result_dir, plot_type,\n sort_by_mean=False):\n \"\"\"Plot a matrix of NxN analysis values.\n\n Adapted from:\n https://seaborn.pydata.org/examples/many_pairwise_correlations.html\n \"\"\"\n\n for dataset in datasets:\n\n log(plot_type=plot_type, dataset_name=dataset.name)\n\n res = get_raw_matrix(dataset,\n decision_maker_fun,\n analysis)\n if sort_by_mean:\n #res = sort_matrix_by_models_mean(res)\n res = sort_matrix_by_subjects_mean(res)\n by_mean_str = \"_by-mean\"\n else:\n by_mean_str = \"\"\n\n colors = res[\"colors\"]\n sns.set(font_scale=1.5)\n sns.set_style(\"whitegrid\", {'axes.grid': False})\n f, ax = plt.subplots(figsize=(22, 18))\n cmap = sns.diverging_palette(230, 20, as_cmap=True)\n\n sns.heatmap(res[\"matrix\"], ax=ax, mask=None, cmap=cmap, vmax=1.0, center=0,\n square=True, linewidths=2.0, cbar_kws={\"shrink\": .5},\n xticklabels=True, yticklabels=True)\n\n for i, tick_label in enumerate(ax.axes.get_yticklabels()):\n tick_label.set_color(colors[i])\n for i, tick_label in enumerate(ax.axes.get_xticklabels()):\n tick_label.set_color(colors[i])\n\n figure_path = pjoin(result_dir,\n f\"{dataset.name}_{analysis.plotting_name.replace(' ', '-')}_matrix{by_mean_str}.pdf\")\n f.savefig(figure_path, bbox_inches='tight', pad_inches=0)\n f.clear()\n plt.cla()\n plt.clf()\n plt.close()\n sns.reset_defaults()\n sns.reset_orig()\n plt.style.use('default')\n\n\ndef sort_matrix_by_models_mean(result_dict):\n \"\"\"Helper function: Given error consistency results, sort matrix.\n\n The matrix will be sorted in descending order\n according to mean agreement with models.\n \"\"\"\n\n matrix = result_dict[\"matrix\"]\n colors = result_dict[\"colors\"]\n # link models to colors\n models_colors_df = pd.DataFrame.from_dict({\"colors\": colors, \"models\": matrix.index})\n models_colors_df.set_index([\"models\"], inplace=True)\n\n models_only = matrix.drop(columns=[column for column in matrix.columns if column.startswith(\"subject-\")])\n models_only[\"mean\"] = models_only.mean(axis=1)\n models_only = models_only.sort_values(by=[\"mean\"], ascending=False)\n name_order = models_only.index.tolist()\n\n # sort columns\n matrix = matrix[name_order]\n # sort rows\n matrix = matrix.reindex(name_order)\n # sort colors\n models_colors_df = models_colors_df.reindex(name_order)\n\n return {\"matrix\": matrix,\n \"colors\": models_colors_df.colors.tolist()}\n\n\ndef sort_matrix_by_subjects_mean(result_dict):\n \"\"\"Helper function: Given error consistency results, sort matrix.\n\n The matrix will be sorted in descending order\n according to mean agreement with subjects.\n \"\"\"\n\n matrix = result_dict[\"matrix\"]\n colors = result_dict[\"colors\"]\n # link models to colors\n models_colors_df = pd.DataFrame.from_dict({\"colors\": colors, \"models\": matrix.index})\n models_colors_df.set_index([\"models\"], inplace=True)\n\n humans_only = matrix[[column for column in matrix.columns if column.startswith(\"subject-\")]]\n humans_only[\"mean\"] = humans_only.mean(axis=1)\n models_only = humans_only.sort_values(by=[\"mean\"], ascending=False)\n name_order = models_only.index.tolist()\n\n # sort columns\n matrix = matrix[name_order]\n # sort rows\n matrix = matrix.reindex(name_order)\n # sort colors\n models_colors_df = models_colors_df.reindex(name_order)\n\n return {\"matrix\": matrix,\n \"colors\": models_colors_df.colors.tolist()}\n\ndef plot_confusion_matrix(datasets,\n decision_maker_fun,\n result_dir,\n analysis=a.ConfusionAnalysis()):\n analysis = a.ConfusionAnalysis()\n for d in datasets:\n\n log(plot_type=\"confusion-matrix\", dataset_name=d.name)\n\n df = ph.get_experimental_data(d)\n\n for e in d.experiments:\n for i, cond in enumerate(e.data_conditions):\n for dmaker in decision_maker_fun(df):\n figure_path = pjoin(result_dir,\n f\"{analysis.plotting_name.replace(' ', '-')}_{e.name}\\\n _{dmaker.file_name}_\\\n {e.plotting_conditions[i]}.pdf\")\n df_selection = df.loc[(df[\"subj\"].isin(dmaker.decision_makers)) & \\\n (df[\"condition\"] == cond)]\n result_df = analysis.analysis(df=df_selection)\n confusion_matrix_helper(output_filename=figure_path,\n data=result_df)\n\n\ndef plot_accuracy(datasets, decision_maker_fun, result_dir):\n plot_general_analyses(datasets=datasets, analysis=a.SixteenClassAccuracy(),\n decision_maker_fun=decision_maker_fun,\n result_dir=result_dir, plot_type=\"accuracy\")\n\n\ndef plot_entropy(datasets, decision_maker_fun, result_dir):\n plot_general_analyses(datasets=datasets, analysis=a.Entropy(),\n decision_maker_fun=decision_maker_fun,\n result_dir=result_dir, plot_type=\"entropy\")\n\n\ndef plot_error_consistency_lineplot(datasets, decision_maker_fun, result_dir):\n plot_general_analyses(datasets=datasets, analysis=a.ErrorConsistency(),\n decision_maker_fun=decision_maker_fun,\n result_dir=result_dir, plot_type=\"error-consistency-lineplot\")\n\n\ndef plot_general_analyses(datasets, analysis, decision_maker_fun,\n result_dir, plot_type):\n for d in datasets:\n log(plot_type=plot_type, dataset_name=d.name)\n\n df = ph.get_experimental_data(d)\n\n for e in d.experiments:\n figure_path = pjoin(result_dir,\n f\"{e.name}_{analysis.plotting_name.replace(' ', '-')}.pdf\")\n decision_makers = decision_maker_fun(df)\n result_df = analysis.get_result_df(df=df,\n decision_makers=decision_makers,\n experiment=e)\n\n x_y_plot(figure_path=figure_path,\n result_df=result_df,\n decision_makers=decision_makers,\n analysis=analysis,\n experiment=e)\n\n\ndef get_raw_benchmark_df(datasets, metric_names, decision_maker_fun,\n include_humans=True):\n def _analyse_inner(df, model, human, all_humans, dataset, colname,\n condition):\n\n analysis, metric_name = METRICS[colname]\n\n df1 = df.loc[(df[\"subj\"] == model)]\n df2 = df.loc[(df[\"subj\"] == human)]\n if condition is not None:\n df1 = df1.loc[(df1[\"condition\"] == condition)]\n df2 = df2.loc[(df2[\"condition\"] == condition)]\n\n res = analysis.analysis(df1, df2)[metric_name]\n\n row = {'model': model,\n 'human': human,\n 'dataset': dataset,\n 'metric': colname,\n 'condition': condition,\n 'value': res}\n return row\n\n def _analyse_outer(group_1, group_2, metric_names, dataset,\n df, result_df):\n\n rows_list = []\n is_same_group = group_1 == group_2\n\n for i, g1 in enumerate(group_1):\n # print(i, g1)\n for colname in metric_names:\n\n if len(dataset.experiments) == 0:\n experiments = [\"default-experiment\"]\n else:\n experiments = dataset.experiments\n\n for experiment in experiments:\n\n if type(experiment) is str:\n conditions = [None]\n dataset_name = dataset.name\n else:\n conditions = experiment.data_conditions\n dataset_name = experiment.name\n\n for condition in conditions:\n for j, g2 in enumerate(group_2):\n if is_same_group and j <= i: # avoid 2x evaluation\n continue\n elif g1 == g2: # don't compare against yourself\n continue\n row = _analyse_inner(df=df, model=g1, human=g2,\n all_humans=sorted(group_2),\n dataset=dataset_name,\n colname=colname,\n condition=condition)\n rows_list.append(row)\n result_df = result_df.append(rows_list, ignore_index=True)\n return result_df\n\n result_df = pd.DataFrame(columns=['model', 'human', 'dataset', 'metric',\n 'condition', 'value'])\n for dataset_orig in tqdm(datasets):\n df = ph.get_experimental_data(dataset_orig)\n decision_makers = decision_maker_fun(df)\n\n humans, models = dm.get_human_and_model_decision_makers(decision_makers)\n assert len(humans) > 0, \"no human data found\"\n assert len(models) > 0, \"no model data found\"\n\n if EXCLUDE:\n dataset = exclude_conditions(dataset_orig)\n else:\n dataset = dataset_orig\n\n result_df = _analyse_outer(group_1=models,\n group_2=humans,\n metric_names=metric_names,\n dataset=dataset,\n df=df, result_df=result_df)\n\n if include_humans:\n result_df = _analyse_outer(group_1=humans,\n group_2=humans,\n metric_names=metric_names,\n dataset=dataset,\n df=df, result_df=result_df)\n return result_df\n\n\ndef print_benchmark_table_accuracy_to_latex(df):\n df = copy.deepcopy(df[df[\"plotting_name\"] != \"humans\"])\n df['rank'] = df['OOD accuracy'].rank(ascending=False)\n df = df.sort_values(by=\"rank\", ascending=True)\n df = df.reset_index(drop=True)\n\n df = df[[\"plotting_name\", \"OOD accuracy\", \"rank\"]]\n df.rename(columns={\"plotting_name\": \"model\",\n \"OOD accuracy\": \"OOD accuracy $\\\\uparrow$\",\n \"rank\": \"rank $\\\\downarrow$\"}, inplace=True)\n df[\"model\"] = df[\"model\"].apply(lambda x: x.replace(\"_\", \"\\_\"))\n\n # formatting cells\n formatters = dict()\n cols_bold_mapping = {\"OOD accuracy $\\\\uparrow$\": max,\n \"rank $\\\\downarrow$\": min}\n\n def format_numbers(y, num_digits=3):\n return (\"{:.\" + str(num_digits) + \"f}\").format(y)\n\n for c, func in cols_bold_mapping.items():\n m = func(df[c])\n formatters[c] = lambda y, m=m: \"\\\\textbf{\" + format_numbers(y) + \"}\" if y == m else format_numbers(y)\n\n with open(pjoin(consts.REPORT_DIR, \"assets/\", \"benchmark_table_accuracy.tex\"), 'w') as f:\n print(df.to_latex(escape=False, formatters=formatters,\n float_format=\"%.3f\", index=False), file=f)\n\n\ndef print_benchmark_table_humanlike_to_latex(df):\n df = copy.deepcopy(df[df[\"plotting_name\"] != \"humans\"])\n df['acc rank'] = df['accuracy difference'].rank()\n df['err rank'] = df['error consistency'].rank(ascending=False)\n df['obs rank'] = df['observed consistency'].rank(ascending=False)\n df['mean rank'] = (df['acc rank'] + df['err rank'] + df['obs rank']) / 3.0\n df = df.sort_values(by=\"mean rank\", ascending=True)\n df = df.reset_index(drop=True)\n\n df = df[[\"plotting_name\", \"accuracy difference\", \"observed consistency\",\n \"error consistency\", \"mean rank\"]]\n\n df.rename(columns={\"plotting_name\": \"model\",\n \"accuracy difference\": \"accuracy diff. $\\\\downarrow$\",\n \"observed consistency\": \"obs. consistency $\\\\uparrow$\",\n \"error consistency\": \"error consistency $\\\\uparrow$\",\n \"mean rank\": \"mean rank $\\\\downarrow$\"}, inplace=True)\n df[\"model\"] = df[\"model\"].apply(lambda x: x.replace(\"_\", \"\\_\"))\n\n # formatting cells\n formatters = dict()\n cols_bold_mapping = {\"accuracy diff. $\\\\downarrow$\": min,\n \"obs. consistency $\\\\uparrow$\": max,\n \"error consistency $\\\\uparrow$\": max,\n \"mean rank $\\\\downarrow$\": min}\n\n def format_numbers(y, num_digits=3):\n return (\"{:.\" + str(num_digits) + \"f}\").format(y)\n\n for c, func in cols_bold_mapping.items():\n m = func(df[c])\n formatters[c] = lambda y, m=m: \"\\\\textbf{\" + format_numbers(y) + \"}\" if y == m else format_numbers(y)\n\n with open(pjoin(consts.REPORT_DIR, \"assets/\", \"benchmark_table_humanlike.tex\"), 'w') as f:\n print(df.to_latex(escape=False, formatters=formatters,\n float_format=\"%.3f\", index=False), file=f)\n\n\ndef plot_benchmark_barplot(datasets, decision_maker_fun, result_dir,\n print_to_latex=True, include_humans = True,\n metrics_to_plot=METRICS.keys(),\n single_dataset_name=None):\n\n # data frame formatting; printing humanlike benchmark table to LaTeX\n metric_names = [\"accuracy difference\",\n \"observed consistency\",\n \"error consistency\"]\n df = get_raw_benchmark_df(datasets=copy.deepcopy(datasets),\n metric_names=metric_names,\n decision_maker_fun=decision_maker_fun,\n include_humans=include_humans)\n decision_makers = decision_maker_fun(ph.get_experimental_data(datasets[0]))\n df_formatted = format_benchmark_df(df=df,\n decision_makers=decision_makers,\n metric_names=metric_names,\n include_humans=include_humans)\n if print_to_latex:\n print_benchmark_table_humanlike_to_latex(df_formatted)\n\n # plotting\n for colname in metrics_to_plot:\n\n metric_fun, metric_name = METRICS[colname]\n logging_dataset = f\"and dataset {single_dataset_name}\" if single_dataset_name else \"\"\n logging_info = f\"Plotting benchmark-barplot for metric {metric_name} {logging_dataset}\"\n logger.info(logging_info)\n print(logging_info)\n\n if metric_fun.num_input_models == 1:\n assert metric_name == \"16-class-accuracy\"\n df1 = get_mean_over_datasets(colname=colname,\n metric_fun=metric_fun,\n metric_name=metric_name,\n datasets=copy.deepcopy(datasets),\n decision_maker_fun=decision_maker_fun)\n if print_to_latex:\n print_benchmark_table_accuracy_to_latex(df1)\n else:\n df1 = copy.deepcopy(df_formatted)\n df1[\"color\"] = df1[\"model\"].apply(lambda y: dm.decision_maker_to_attributes(y, decision_makers)[\"color\"])\n\n df1 = df1.sort_values(by=colname, ascending=colname != \"accuracy difference\")\n df1 = df1.reset_index()\n values = df1[colname]\n names = df1[\"plotting_name\"]\n colors = df1[\"color\"]\n\n humans_add_string = \"\" if include_humans else \"_no-humans\"\n\n if single_dataset_name:\n dataset_add_string = f\"{single_dataset_name}_\" if single_dataset_name else \"\"\n barplot(path=pjoin(result_dir, f\"{single_dataset_name}_{colname.replace(' ', '-')}{humans_add_string}.pdf\"),\n names=names, values=values, colors=colors, ylabel=colname)\n else:\n barplot(path=pjoin(result_dir, f\"benchmark_{metric_name.replace(' ', '-')}{humans_add_string}.pdf\"),\n names=names, values=values, colors=colors, ylabel=colname)\n\n\ndef format_benchmark_df(df, decision_makers, metric_names,\n include_humans):\n ### formatting & averaging\n df[\"model\"] = df[\"model\"].str.replace(\"_\", \"-\")\n df[\"dataset\"] = df[\"dataset\"].str.replace(\"_\", \"-\")\n\n if include_humans:\n # human analysis\n dfh = df.loc[(df[\"model\"].str.startswith('subject-', na=False))]\n # average over conditions:\n dfh = dfh.groupby(['model', 'human', 'dataset', 'metric'], as_index=False)[\"value\"].mean()\n # average over human subjects:\n dfh = dfh.groupby(['dataset', 'metric'], as_index=False)[\"value\"].mean()\n # average over datasets:\n dfh = dfh.groupby(['metric'], as_index=False)[\"value\"].mean()\n\n # CNN-to-human analysis\n df = df.loc[(~df[\"model\"].str.startswith('subject-', na=False))]\n # average over conditions:\n df = df.groupby(['model', 'human', 'dataset', 'metric'], as_index=False)[\"value\"].mean()\n # average over human subjects:\n df = df.groupby(['model', 'dataset', 'metric'], as_index=False)[\"value\"].mean()\n # average over datasets:\n df = df.groupby(['model', 'metric'], as_index=False)[\"value\"].mean()\n # reshape to make metrics -> columns\n df = df.pivot(index='model', columns='metric', values='value').reset_index()\n\n if include_humans:\n human_dict = {\"model\": \"humans\"}\n for colname in metric_names:\n analysis, metric_name = METRICS[colname]\n scalar = dfh.loc[dfh[\"metric\"] == colname][\"value\"].values[0]\n human_dict[colname] = scalar\n df = df.append(human_dict, ignore_index=True)\n\n # replace model name with the model's plotting name\n df[\"plotting_name\"] = df[\"model\"].apply(\n lambda y: dm.decision_maker_to_attributes(y, decision_maker_list=decision_makers)[\"plotting_name\"])\n\n return df\n\n\ndef barplot(path, names, values, colors, ylabel=None,\n figsize=(10, 6), ylim=None):\n fig, ax = plt.subplots(figsize=figsize)\n for s in [\"right\", \"top\"]: # , \"bottom\"]:\n ax.spines[s].set_visible(False)\n ax.xaxis.set_ticks_position('none')\n ax.xaxis.set_ticklabels([])\n if ylim is None:\n limit = np.ceil(max(values) * 10) / 10.0\n ylim = (min(0, min(values)),\n max(0, limit))\n if \"benchmark_16-class-accuracy-difference\" in path:\n ylim = (0, 0.15)\n plt.ylim(ylim)\n plt.ylabel(ylabel, fontsize=17)\n\n bar1 = plt.bar(np.arange(len(names)), values,\n color=colors, align=\"center\")\n\n for i, rect in enumerate(bar1):\n height = rect.get_height()\n width = rect.get_width()\n\n plot_arrow_for_models_trained_on_large_datasets = False\n if \"M)\" in names[i] and plot_arrow_for_models_trained_on_large_datasets:\n plt.plot(rect.get_x() + rect.get_width() / 2.0 - 0.1, rect.get_height() + 0.02 * limit,\n marker=\"$\\u2193$\", linestyle=\"\", color=\"r\")\n plt.text(rect.get_x() + rect.get_width() / 2.0, 0.01 * limit,\n names[i], ha='center',\n va='bottom', rotation=90)\n\n plt.xlim([-0.8, len(names) - 1 + 0.5 * width])\n plt.savefig(path)\n plt.close()\n\n\ndef plot_scatterplot(datasets,\n decision_maker_fun, result_dir,\n metric_x=None, metric_y=None):\n \"\"\"Plot scatter plot for metric_x vs. metric_y\"\"\"\n\n if (metric_x and metric_y is None) or (metric_x is None and metric_y):\n raise ValueError(\"Please specify either both or none of the metrics.\")\n\n if metric_x and metric_y:\n assert metric_x in METRICS.keys()\n assert metric_y in METRICS.keys()\n\n colname = \"OOD accuracy\"\n analysis, metric_name = METRICS[colname]\n df_acc = get_mean_over_datasets(colname=colname,\n metric_fun=a.SixteenClassAccuracy(),\n metric_name=metric_name,\n datasets=copy.deepcopy(datasets),\n decision_maker_fun=decision_maker_fun)\n\n metric_names = [\"accuracy difference\",\n \"observed consistency\",\n \"error consistency\"]\n df_raw = get_raw_benchmark_df(datasets=copy.deepcopy(datasets),\n metric_names=metric_names,\n decision_maker_fun=decision_maker_fun,\n include_humans=True)\n decision_makers = decision_maker_fun(ph.get_experimental_data(datasets[0]))\n df_ec = format_benchmark_df(df=df_raw,\n decision_makers=decision_makers,\n metric_names=metric_names,\n include_humans=True)\n\n df = df_acc.merge(df_ec, on=\"plotting_name\", how=\"inner\")\n df[\"marker\"] = df[\"model\"].apply(lambda y: mmarkers.MarkerStyle(\n dm.decision_maker_to_attributes(y, decision_maker_list=decision_makers)[\"marker\"]))\n\n def scatterplot_log(metric_x, metric_y):\n logging_info = f\"Plotting scatterplot for {metric_x} vs. {metric_y}\"\n logger.info(logging_info)\n print(logging_info)\n\n if len(datasets) == 1:\n dataset_name = datasets[0].name\n else:\n dataset_name = \"multiple-datasets\"\n\n if metric_x and metric_y:\n scatter_plot_helper(df, metric_x, metric_y, result_dir, dataset_name)\n scatterplot_log(metric_x, metric_y)\n else:\n perm = get_permutations(METRICS.keys())\n for metric_x, metric_y in perm:\n scatter_plot_helper(df, metric_x, metric_y, result_dir, dataset_name)\n scatterplot_log(metric_x, metric_y)\n\n\ndef scatter_plot_helper(df, metric_x, metric_y, result_dir, dataset_name):\n fig, ax = plt.subplots(figsize=(5, 5))\n for s in [\"right\", \"top\"]:\n ax.spines[s].set_visible(False)\n\n for _, row in df.iterrows():\n plt.plot(row[metric_x], row[metric_y],\n color=row[\"color\"], marker=row[\"marker\"],\n markeredgecolor=PLOTTING_EDGE_COLOR,\n markeredgewidth=PLOTTING_EDGE_WIDTH)\n\n # plt.xlim(left=min(0, row[metric_x]))\n # plt.xlim(left=min(df[metric_x])\n if metric_y == \"error consistency\" and metric_x == \"OOD accuracy\":\n bottom_min_val = -0.03\n else:\n bottom_min_val = 0\n plt.ylim(bottom=min(bottom_min_val, min(df[metric_y])),\n top=np.ceil(max(df[metric_y]) * 10) / 10.0)\n plt.xlabel(metric_x)\n plt.ylabel(metric_y)\n\n # plot dashed line\n xlim = ax.get_xlim()\n h_acc = df.loc[(df[\"model\"] == \"humans\")][\"OOD accuracy\"].values[0]\n l1 = np.linspace(start=xlim[0], stop=xlim[1], num=100)\n l2 = np.linspace(start=xlim[0], stop=xlim[1], num=100)\n x_text = xlim[0] + (xlim[1] - xlim[0]) / 2.0\n if metric_y == \"observed consistency\" and metric_x == \"OOD accuracy\":\n for i, _ in enumerate(l1):\n l2[i] = l1[i] * h_acc + (1 - l1[i]) * (1 - h_acc)\n plt.plot(l1, l2, linestyle='dashed', color=\"gray\", linewidth=0.8)\n y_text = x_text * h_acc + (1 - x_text) * (1 - h_acc) - 0.03\n plt.text(x=x_text, y=y_text, s=\"expected\", color=\"gray\", ha='center')\n elif metric_y == \"error consistency\" and metric_x == \"OOD accuracy\":\n for i, _ in enumerate(l1):\n l2[i] = 0\n plt.plot(l1, l2, linestyle='dashed', color=\"gray\", linewidth=0.8)\n plt.text(x=x_text, y=0.01, s=\"expected\", color=\"gray\", ha='center')\n\n plt.savefig(pjoin(result_dir,\n f\"scatter-plot_{metric_x.replace(' ', '-')}_vs_{metric_y.replace(' ', '-')}_{dataset_name}.pdf\"))\n plt.close()\n"
},
{
"path": "modelvshuman/utils.py",
"content": "import logging\nimport os\nimport sys\nimport shutil\nimport requests\nfrom os.path import join\n\nimport torchvision.models as zoomodels\nfrom tqdm import tqdm\n\nfrom . import constants as c\nfrom . import datasets as dataset_module\nfrom .models import pytorch_model_zoo, tensorflow_model_zoo, list_models\n\nlogger = logging.getLogger(__name__)\ndataset_base_url = \"https://github.com/bethgelab/model-vs-human/releases/download/v0.1/{NAME}.tar.gz\"\n\n\ndef try_download_dataset_from_github(dataset_name):\n download_url = dataset_base_url.format(NAME=dataset_name)\n response = requests.get(download_url, stream=True)\n if response.status_code == 200:\n total_length = response.headers.get('content-length')\n if not os.path.exists(c.DATASET_DIR):\n os.makedirs(c.DATASET_DIR)\n dataset_file = join(c.DATASET_DIR, f'{dataset_name}.tar.gz')\n print(f\"Downloading dataset {dataset_name} to {dataset_file}\")\n with open(dataset_file, 'wb') as fd:\n if total_length is None: # no content length header\n fd.write(response.content)\n else:\n for chunk in tqdm(response.iter_content(chunk_size=4096)):\n fd.write(chunk)\n shutil.unpack_archive(dataset_file, c.DATASET_DIR)\n os.remove(dataset_file)\n return True\n else:\n return False\n\n\ndef load_dataset(name, *args, **kwargs):\n default_kwargs = {\"batch_size\": 16, \"num_workers\": 4}\n kwargs = {**default_kwargs, **kwargs}\n logger.info(f\"Loading dataset {name}\")\n supported_datasets = dataset_module.list_datasets()\n module_name = supported_datasets.get(name, None)\n if module_name is None:\n raise NameError(f\"Dataset {name} is not supported, \"\n f\"please select from {list(supported_datasets.keys())}\")\n elif os.path.exists(join(c.DATASET_DIR, name)):\n return eval(f\"dataset_module.{module_name}\")(*args, **kwargs)\n elif try_download_dataset_from_github(name):\n return eval(f\"dataset_module.{module_name}\")(*args, **kwargs)\n else:\n raise NotImplementedError(f\"Dataset {name} not available for download, please obtain the dataset \"\n f\"yourself and save it to {c.DATASET_DIR}\")\n\n\ndef no_op():\n assert tensorflow_model_zoo\n assert pytorch_model_zoo\n\n\ndef load_model(model_name, *args):\n if model_name in zoomodels.__dict__:\n model = eval(\"pytorch_model_zoo.model_pytorch\")(model_name, *args)\n framework = 'pytorch'\n elif model_name in list_models(\"pytorch\"):\n model = eval(f\"pytorch_model_zoo.{model_name}\")(model_name, *args)\n framework = 'pytorch'\n elif model_name in list_models('tensorflow'):\n model = eval(f\"tensorflow_model_zoo.{model_name}\")(model_name, *args)\n framework = 'tensorflow'\n else:\n raise NameError(f\"Model {model_name} is not supported.\")\n return model, framework\n\n\nclass AverageMeter(object):\n \"\"\"Computes and stores the average and current value\"\"\"\n\n def __init__(self, name, fmt=':f'):\n self.name = name\n self.fmt = fmt\n self.reset()\n\n def reset(self):\n self.val = 0\n self.avg = 0\n self.sum = 0\n self.count = 0\n\n def update(self, val, n=1):\n self.val = val\n self.sum += val * n\n self.count += n\n self.avg = self.sum / self.count\n\n def __str__(self):\n fmtstr = '{name} {val' + self.fmt + '} ({avg' + self.fmt + '})'\n return fmtstr.format(**self.__dict__)\n"
},
{
"path": "modelvshuman/version.py",
"content": "__version__ = \"0.1\"\nVERSION = __version__"
},
{
"path": "raw-data/colour/colour_subject-01_session_1.csv",
"content": 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"content": 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"content": 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},
{
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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-01_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-02_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-03_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-04_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-05_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-06_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-07_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-08_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-09_session_1.csv",
"content": 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},
{
"path": "raw-data/cue-conflict/cue-conflict_subject-10_session_1.csv",
"content": 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},
{
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},
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},
{
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},
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},
{
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},
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},
{
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},
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},
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},
{
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},
{
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},
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"content": 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"content": 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"content": 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"content": 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"content": 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"content": 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"content": 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},
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"content": 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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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"content": 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},
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"content": 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"content": 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"content": 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"content": 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},
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"content": 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"content": 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},
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"content": 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},
{
"path": "setup.cfg",
"content": "[metadata]\nname = modelvshuman\nversion = 0.1\nauthor =\nauthor-email =\nhome-page = https://github.com/bethgelab/model-vs-human\ndescription = Under development\nlong-description = file: README.md\nlong_description_content_type = text/markdown\nlicense = model-vs-human/licenses/\nlicense-file = COPYING\nplatform = any\nkeywords =\n Machine Learning\n Deep Learning\nclassifiers =\n Programming Language :: Python :: 3\n License :: model-vs-human/licenses/\n Operating System:: Unix\n Topic :: Scientific/Engineering :: Artificial Intelligence :: Image Recognition\nproject_urls =\n Bug Tracker = https://github.com/bethgelab/model-vs-human/issues\n Changelog = https://github.com/bethgelab/model-vs-human/blob/master/CHANGELOG.md\n\n[options]\nzip_safe = False\ninclude_package_data = True\npython_requires = >= 3.6\ndata_files =\npackages = find:\ntest_suite = tests\nsetup_requires =\n setuptools\n # setuptools >=30.3.0 # minimal version for `setup.cfg`\n # setuptools >=38.3.0 # version with most `setup.cfg` bugfixes\ninstall_requires =\n torch>=1.7.1\n torchvision>=0.8.2\n requests\n gdown\n scikit-image\n click\n dataclasses\n PySocks\n tensorflow_hub\n tensorflow>=2.4.0\n matplotlib>=3.3.2\n pandas>=1.5.3\n seaborn\n ftfy\n regex\n tqdm\n CLIP @ git+https://github.com/openai/CLIP#egg=CLIP\n pytorch_pretrained_vit\n tensorflow-estimator\n numexpr>=2.7.3\ntests_require =\n pytest\ndependency_links =\n https://download.pytorch.org/whl/torch_stable.html\n\n[options.extras_require]\ndev =\n docutils\n Pygments\ntest =\n green\n coverage\nci =\n # codacy-coverage\n # codecov\n\n[options.package_data]\n* =\n *.txt\n\n[bdist_wheel]\nuniversal = True\n\n[check]\nmetadata = True\nrestructuredtext = True\nstrict = True\n\n[sdist]\nformats = zip, gztar\n\n[coverage:report]\nshow_missing = True\nexclude_lines =\n pragma: no cover\n if False\n # @abc.abstractmethod\n # @abc.abstractproperty\n # raise NotImplementedError\n # return NotImplemented\n # except ImportError\n # raise MemoryError\n # if __name__ == .__main__.:\n # if typing.TYPE_CHECKING:\n\n[green]\nfile-pattern = test_*.py\nverbose = 2\nno-skip-report = True\nquiet-stdout = True\nrun-coverage = True\n\n[pydocstyle]\nmatch-dir = (?!tests)(?!resources)(?!docs)[^\\.].*\nmatch = (?!test)(?!setup)[^\\._].*\\.py\ninherit = False\nignore = D200, D203, D213, D406, D407 # Google conventions\n\n[flake8]\nmax-line-length = 99\ndoctests = True\nexclude = .git, .eggs, __pycache__, tests/, docs/, build/, dist/\n\n[mypy]\ndisallow_any_decorated = True\ndisallow_any_generics = True\ndisallow_any_unimported = False\ndisallow_subclassing_any = False\ndisallow_untyped_calls = True\ndisallow_untyped_defs = True\nignore_missing_imports = True\nwarn_unused_ignores = True\nwarn_return_any = True\n\n[options.entry_points]\nconsole_scripts =\n mvhEvaluate=modelvshuman.cli:main\n"
},
{
"path": "setup.py",
"content": "from distutils.core import setup\nsetup()"
}
]