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mixstyleaugmentator's Introduction

MixStyleAugmentator

Please read example_for_a_image.py to use the augmentator.

Two augmentators are implemented in this project.

"styleaug" - self-style augmentation. (Thanks to https://github.com/philipjackson/style-augmentation)

"mixstyleaug" - mixed style augmentation. (Thanks to https://github.com/clovaai/WCT2)

Geodesic distance

Example of geodesic distance calculation is presented in geodesic_distance_torch.py

Thanks to https://github.com/thuml/Domain-Adaptation-Regression.

Todo list

  • Solve the bugs for CPU.
  • Available for single channel images (gray images).
  • Available for 3D patches.
  • More optional parameters for mixstyleaug. A random_mix parameter has been added.
  • Fix the bugs in example_for_a_image.py for saving images.
  • Traditional augmentation.
  • AugMix.
  • Mixup.
  • Copy and paste.
  • Add calculation of geodesic distance for datasets estimation.

mixstyleaugmentator's People

Contributors

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Stargazers

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Watchers

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Forkers

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