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Experiments using the MixMatch algorithm for emotion classification on rafdb database

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Trainer implementation for MixUp and MixMatch algorithms

  • Author: Andrei Alexandru
  • Faculty: Faculty of Electronics, Telecommunications and Information Technology
  • Master program: TAID

This trainer was developed for some ablation studies for my Dissertation project. It supports 3 types of training:

  • Normal (ERM mode)
  • With MixUp
  • With MixMatch (Semi-supervised learning)

To train using a certain method:

python train_emotion.py --method mixup

Please check the other arguments in the script for MixMatch and other hyperparams.

If you want to test your model on test images from rafdb use test.py or test_on_video.py if you want to test on a video or using your own webcam.

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Experiments using the MixMatch algorithm for emotion classification on rafdb database

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