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diversity_probe's Introduction

Diversity_Probe (ACM MM'2023)

Pytorch implementation of Single Domain Generalization via Diversity Probe.

approach

Requirements

  • Linux
  • Python 3.8
  • Pytorch 1.8.0
  • Torchvision 0.9.0
  • NVIDIA GPU + CUDA CuDNN

Setting up the data

Note: You need to download the data if you wish to train your own model.

Download the digits dataset from this link[BaiDuYunDisk] and its extracted code: xcl3. Please extract it inside the data directory

cd data
unzip digits.zip
cd ..

Evaluating the model

Pretrained task model is available at this link[BaiDuYunDisk] and its extracted code:dp46. Download and extract it in the models_pth directory.

In runDivPro.py:

  • Specify the output directory to save the results in --dir.
  • Turn on the evaluation in--eval
  • Run python runDivPro.py --dir SAVE_DIR --eval True

Training the model

  • Specify the output directory to save the results in --dir.
  • Run python runDivPro.py --dir SAVE_DIR

Acknowledgement

We thank the following authors for releasing their source code, data and models:

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