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Repository: DrSleep/refinenet-pytorch
Branch: master
Commit: 8f25c076016e
Files: 12
Total size: 453.9 KB
Directory structure:
gitextract_qb_4huwh/
├── .gitignore
├── LICENSE
├── README.md
├── examples/
│ └── notebooks/
│ └── VOC.ipynb
├── models/
│ ├── __init__.py
│ └── resnet.py
├── requirements3.txt
└── utils/
├── __init__.py
├── cmap.npy
├── cs_cmap.npy
├── helpers.py
└── layer_factory.py
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FILE CONTENTS
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FILE: .gitignore
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# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class
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*.so
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*.egg-info/
.installed.cfg
*.egg
# PyInstaller
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*.manifest
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# Installer logs
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*.log
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instance/
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.scrapy
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docs/_build/
# PyBuilder
target/
# Jupyter Notebook
.ipynb_checkpoints
# pyenv
.python-version
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celerybeat-schedule
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ENV/
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# Swap
[._]*.s[a-v][a-z]
[._]*.sw[a-p]
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[._]sw[a-p]
# Session
Session.vim
# Temporary
.netrwhist
*~
# Auto-generated tag files
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================================================
FILE: LICENSE
================================================
RefineNet for non-commercial purposes
Copyright (c) 2018, Vladimir Nekrasov
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
* Redistributions of source code must retain the above copyright notice, this
list of conditions and the following disclaimer.
* Redistributions in binary form must reproduce the above copyright notice,
this list of conditions and the following disclaimer in the documentation
and/or other materials provided with the distribution.
THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
================================================
FILE: README.md
================================================
# RefineNet (in PyTorch)
This repository provides the ResNet-101-based model trained on PASCAL VOC from the paper `RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation` (the provided weights achieve **80.5**% mean IoU on the validation set in the single scale setting)
```
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation
Guosheng Lin, Anton Milan, Chunhua Shen, Ian Reid
In CVPR 2017
```
## Getting Started
For flawless reproduction of our results, the Ubuntu OS is recommended. The model have been tested using Python 3.6.
### Dependencies
```
pip3
torch>=0.4.0
```
To install required Python packages, please run `pip3 install -r requirements3.txt` (Python3) - use the flag `-u` for local installation.
The given examples can be run with, or without GPU.
## Running examples
For the ease of reproduction, we have embedded all our examples inside Jupyter notebooks. One can either download them from this repository and proceed working with them on his/her local machine/server, or can resort to online version supported by the Google Colab service.
### Jupyter Notebooks [Local]
If all the installation steps have been smoothly executed, you can proceed with running any of the notebooks provided in the `examples/notebooks` folder.
To start the Jupyter Notebook server, on your local machine run `jupyter notebook`. This will open a web page inside your browser. If it did not open automatically, find the port number from the command's output and paste it into your browser manually.
After that, navigate to the repository folder and choose any of the examples given.
Inside the notebook, one can try out their own images, write loops to iterate over videos / whole datasets / streams (e.g., from webcam). Feel free to contribute your cool use cases of the notebooks!
### Colab Notebooks [Web]
*Coming soon*
## Training scripts
Please refer to the training scripts for [Light-Weight-RefineNet](https://github.com/DrSleep/light-weight-refinenet)
## More projects to check out
[Light-Weight-RefineNet](https://github.com/DrSleep/light-weight-refinenet) - compact version of RefineNet running in real-time with minimal decrease in accuracy (3x decrease in the number of parameters, 5x decrease in the number of FLOPs)
## License
For academic usage, this project is licensed under the 2-clause BSD License - see the [LICENSE](LICENSE) file for details. For commercial usage, please contact the authors.
================================================
FILE: examples/notebooks/VOC.ipynb
================================================
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# PASCAL VOC - RefineNet\n",
"\n",
"## 20 semantic classes + background\n",
"\n",
"### RefineNet based on ResNet-101"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import six\n",
"import sys\n",
"sys.path.append('../../')\n",
"\n",
"from models.resnet import rf101"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from utils.helpers import prepare_img"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import glob\n",
"\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import torch\n",
"\n",
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"cmap = np.load('../../utils/cmap.npy')\n",
"has_cuda = torch.cuda.is_available()\n",
"img_dir = '../imgs/VOC/'\n",
"imgs = glob.glob('{}*.jpg'.format(img_dir))\n",
"n_classes = 21"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Initialise models\n",
"model_inits = { \n",
" 'rf_101_voc' : rf101,\n",
" }\n",
"\n",
"models = dict()\n",
"for key,fun in six.iteritems(model_inits):\n",
" net = fun(n_classes, pretrained=True).eval()\n",
" if has_cuda:\n",
" net = net.cuda()\n",
" models[key] = net"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vladimir/Documents/venvs/py36/lib/python3.6/site-packages/torch/nn/modules/upsampling.py:129: UserWarning: nn.Upsample is deprecated. Use nn.functional.interpolate instead.\n",
" warnings.warn(\"nn.{} is deprecated. Use nn.functional.interpolate instead.\".format(self.name))\n"
]
},
{
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
gitextract_qb_4huwh/
├── .gitignore
├── LICENSE
├── README.md
├── examples/
│ └── notebooks/
│ └── VOC.ipynb
├── models/
│ ├── __init__.py
│ └── resnet.py
├── requirements3.txt
└── utils/
├── __init__.py
├── cmap.npy
├── cs_cmap.npy
├── helpers.py
└── layer_factory.py
SYMBOL INDEX (25 symbols across 3 files)
FILE: models/resnet.py
class BasicBlock (line 49) | class BasicBlock(nn.Module):
method __init__ (line 52) | def __init__(self, inplanes, planes, stride=1, downsample=None):
method forward (line 62) | def forward(self, x):
class Bottleneck (line 81) | class Bottleneck(nn.Module):
method __init__ (line 84) | def __init__(self, inplanes, planes, stride=1, downsample=None):
method forward (line 97) | def forward(self, x):
class RefineNet (line 120) | class RefineNet(nn.Module):
method __init__ (line 122) | def __init__(self, block, layers, num_classes=21):
method _make_crp (line 163) | def _make_crp(self, in_planes, out_planes, stages):
method _make_rcu (line 167) | def _make_rcu(self, in_planes, out_planes, blocks, stages):
method _make_layer (line 171) | def _make_layer(self, block, planes, blocks, stride=1):
method forward (line 188) | def forward(self, x):
function rf101 (line 243) | def rf101(num_classes, imagenet=False, pretrained=True, **kwargs):
FILE: utils/helpers.py
function maybe_download (line 8) | def maybe_download(model_name, model_url, model_dir=None, map_location=N...
function prepare_img (line 24) | def prepare_img(img):
FILE: utils/layer_factory.py
function batchnorm (line 33) | def batchnorm(in_planes):
function conv3x3 (line 37) | def conv3x3(in_planes, out_planes, stride=1, bias=False):
function conv1x1 (line 42) | def conv1x1(in_planes, out_planes, stride=1, bias=False):
function convbnrelu (line 47) | def convbnrelu(in_planes, out_planes, kernel_size, stride=1, groups=1, a...
class CRPBlock (line 57) | class CRPBlock(nn.Module):
method __init__ (line 59) | def __init__(self, in_planes, out_planes, n_stages):
method forward (line 70) | def forward(self, x):
class RCUBlock (line 81) | class RCUBlock(nn.Module):
method __init__ (line 83) | def __init__(self, in_planes, out_planes, n_blocks, n_stages):
method forward (line 95) | def forward(self, x):
Condensed preview — 12 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (466K chars).
[
{
"path": ".gitignore",
"chars": 1383,
"preview": "# Byte-compiled / optimized / DLL files\n__pycache__/\n*.py[cod]\n*$py.class\n.flake8\n.idea\n\nexperiments\npretrained\nckpt\nwei"
},
{
"path": "LICENSE",
"chars": 1338,
"preview": "RefineNet for non-commercial purposes\n\nCopyright (c) 2018, Vladimir Nekrasov\nAll rights reserved.\n\nRedistribution and us"
},
{
"path": "README.md",
"chars": 2491,
"preview": "# RefineNet (in PyTorch)\n\nThis repository provides the ResNet-101-based model trained on PASCAL VOC from the paper `Refi"
},
{
"path": "examples/notebooks/VOC.ipynb",
"chars": 444464,
"preview": "{\n \"cells\": [\n {\n \"cell_type\": \"markdown\",\n \"metadata\": {},\n \"source\": [\n \"# PASCAL VOC - RefineNet\\n\",\n \"\\"
},
{
"path": "models/__init__.py",
"chars": 0,
"preview": ""
},
{
"path": "models/resnet.py",
"chars": 9518,
"preview": "\"\"\"RefineNet\n\nRefineNet PyTorch for non-commercial purposes\n\nCopyright (c) 2018, Vladimir Nekrasov (vladimir.nekrasov@ad"
},
{
"path": "requirements3.txt",
"chars": 297,
"preview": "ipykernel==4.8.2\nipython==6.4.0\nipython-genutils==0.2.0\njupyter==1.0.0\njupyter-client==5.2.3\njupyter-console==5.2.0\njupy"
},
{
"path": "utils/__init__.py",
"chars": 0,
"preview": ""
},
{
"path": "utils/helpers.py",
"chars": 993,
"preview": "import numpy as np\nimport torch\n\nIMG_SCALE = 1./255\nIMG_MEAN = np.array([0.485, 0.456, 0.406]).reshape((1, 1, 3))\nIMG_S"
},
{
"path": "utils/layer_factory.py",
"chars": 4293,
"preview": "\"\"\"RefineNet-CRP-RCU-blocks in PyTorch\n\nRefineNet-PyTorch for non-commercial purposes\n\nCopyright (c) 2018, Vladimir Nekr"
}
]
// ... and 2 more files (download for full content)
About this extraction
This page contains the full source code of the DrSleep/refinenet-pytorch GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 12 files (453.9 KB), approximately 304.6k tokens, and a symbol index with 25 extracted functions, classes, methods, constants, and types. Use this with OpenClaw, Claude, ChatGPT, Cursor, Windsurf, or any other AI tool that accepts text input. You can copy the full output to your clipboard or download it as a .txt file.
Extracted by GitExtract — free GitHub repo to text converter for AI. Built by Nikandr Surkov.