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sustc-dl-proj's Introduction

Group 3

胡圣然 11711011
吴江宁 11710217
喻家骏 11711102
朱以辰 11711512
向昕昊 11712617

Structure

  • checkpoint (trained models)
    • cnn.pth
    • densenet.pth
    • effnet-b0.pth
    • effnet-b0-2.pth
  • models (model classes)
    • init.py
    • cnn.py
    • densenet.py
    • efficientnet.py
    • googlenet.py
  • main.py (train api)
  • process_data.py (data preprocessing)
  • README.md
  • requirements.txt
  • test.py (test api)
  • utils.py

How to run

pip install -r requirements.txt

Train

python main.py
parameters(optional):
--lr (float, learning rate, default=0.01)

Test

python test.py
parameters(optional):
--data_root (str, root path of dataset, default='/home/group3/DataSet')
--csv (str, file name of csv, default='test_set.csv')
--img_folder (str, directory name of images, default='Test_set')
--target (str, 'test' for no target or otherwise for dataset with target, default='test')
--model (str, 'single' to use the best single model and 'ensemble' to use the ensemble model, default='ensemble')

Note: for ensemble model, it takes a long time to run

sustc-dl-proj's People

Contributors

bearpaw avatar fducau avatar kuangliu avatar ypwhs avatar yu709806736 avatar zyc-iroha avatar

Watchers

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Forkers

zyc-iroha

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