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Directory structure:
gitextract_fkoae0ca/
├── LICENSE
├── README.md
├── cars_annos.txt
├── evaluation.py
├── genCars.py
├── loss/
│ ├── SoftTriple.py
│ └── __init__.py
├── net/
│ ├── __init__.py
│ └── bninception.py
└── train.py
================================================
FILE CONTENTS
================================================
================================================
FILE: LICENSE
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FILE: README.md
================================================
# SoftTriple Loss
PyTorch Implementation for Our ICCV'19 Paper: "SoftTriple Loss: Deep Metric Learning Without Triplet Sampling"
## Usage: Train on Cars196
Here is an example of using this package.
1. Obtain dataset
```
wget http://imagenet.stanford.edu/internal/car196/car_ims.tgz
tar -xf car_ims.tgz
```
2. Generate train/test sets
```
python genCars.py
```
3. Learn 64-dimensional embeddings
```
python train.py --gpu 0 --dim 64 -C 98 --freeze_BN [folder with train and test folders]
```
## Requirements
* Python 3.7
* PyTorch 1.1
* scikit-learn 0.20.1
## Citation
If you use the package in your research, please cite our paper:
```
@inproceedings{qian2019striple,
author = {Qi Qian and
Lei Shang and
Baigui Sun and
Juhua Hu and
Hao Li and
Rong Jin},
title = {SoftTriple Loss: Deep Metric Learning Without Triplet Sampling},
booktitle = {{IEEE} International Conference on Computer Vision, {ICCV} 2019},
year = {2019}
}
```
================================================
FILE: cars_annos.txt
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car_ims/0078
gitextract_fkoae0ca/ ├── LICENSE ├── README.md ├── cars_annos.txt ├── evaluation.py ├── genCars.py ├── loss/ │ ├── SoftTriple.py │ └── __init__.py ├── net/ │ ├── __init__.py │ └── bninception.py └── train.py
SYMBOL INDEX (14 symbols across 4 files)
FILE: evaluation.py
function evaluation (line 6) | def evaluation(X, Y, Kset):
FILE: loss/SoftTriple.py
class SoftTriple (line 10) | class SoftTriple(nn.Module):
method __init__ (line 11) | def __init__(self, la, gamma, tau, margin, dim, cN, K):
method forward (line 27) | def forward(self, input, target):
FILE: net/bninception.py
class BNInception (line 29) | class BNInception(nn.Module):
method __init__ (line 31) | def __init__(self, dim=64):
method features (line 255) | def features(self, input):
method forward (line 487) | def forward(self, input):
function bninception (line 497) | def bninception(dim=64, pretrained='imagenet'):
FILE: train.py
function RGB2BGR (line 68) | def RGB2BGR(im):
function main (line 74) | def main():
function train (line 135) | def train(train_loader, model, criterion, optimizer, args):
function validate (line 158) | def validate(test_loader, model, args):
function adjust_learning_rate (line 176) | def adjust_learning_rate(optimizer, epoch, args):
Condensed preview — 10 files, each showing path, character count, and a content snippet. Download the .json file or copy for the full structured content (478K chars).
[
{
"path": "LICENSE",
"chars": 11357,
"preview": " Apache License\n Version 2.0, January 2004\n "
},
{
"path": "README.md",
"chars": 1033,
"preview": "# SoftTriple Loss\nPyTorch Implementation for Our ICCV'19 Paper: \"SoftTriple Loss: Deep Metric Learning Without Triplet S"
},
{
"path": "cars_annos.txt",
"chars": 395773,
"preview": "car_ims/000001.jpg,1,0\ncar_ims/000002.jpg,1,0\ncar_ims/000003.jpg,1,0\ncar_ims/000004.jpg,1,0\ncar_ims/000005.jpg,1,0\ncar_i"
},
{
"path": "evaluation.py",
"chars": 824,
"preview": "from sklearn.cluster import KMeans\nfrom sklearn.metrics.cluster import normalized_mutual_info_score\nimport numpy as np\n\n"
},
{
"path": "genCars.py",
"chars": 546,
"preview": "import shutil\nimport os\n\n\ntrainPrefix = 'train/'\ntestPrefix = 'test/'\nfor lines in open('cars_annos.txt'):\n lines = l"
},
{
"path": "loss/SoftTriple.py",
"chars": 1551,
"preview": "# Implementation of SoftTriple Loss\nimport math\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nfrom "
},
{
"path": "loss/__init__.py",
"chars": 34,
"preview": "from .SoftTriple import SoftTriple"
},
{
"path": "net/__init__.py",
"chars": 37,
"preview": "from .bninception import bninception\n"
},
{
"path": "net/bninception.py",
"chars": 42765,
"preview": "# modify from\n# https://github.com/Cadene/pretrained-models.pytorch/blob/master/pretrainedmodels/models/bninception.py\n\n"
},
{
"path": "train.py",
"chars": 6430,
"preview": "\"\"\"\n PyTorch Package for SoftTriple Loss\n\n Reference\n ICCV'19: \"SoftTriple Loss: Deep Metric Learning Without T"
}
]
About this extraction
This page contains the full source code of the idstcv/SoftTriple GitHub repository, extracted and formatted as plain text for AI agents and large language models (LLMs). The extraction includes 10 files (449.6 KB), approximately 214.7k tokens, and a symbol index with 14 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.