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byol's Introduction

BYOL: Bootstrap Your Own Latent

PyTorch implementation of BYOL: a fantastically simple method for self-supervised image representation learning with SOTA performance. Strongly influenced and inspired by this Github repo, but with a few notable differences:

  1. Enables multi-GPU training in PyTorch Lightning.
  2. (Optionally) Automatically trains a linear classifier, and logs its accuracy after each epoch.
  3. All functions and classes are fully type annotated for better usability/hackability with Python>=3.6.

TO DO

  • Enable mixed-precision training in PyTorch Lightning. kornia.augmentation.RandomResizedCrop currently doesn't support this. I'll need to ensure that our implementation is sufficiently performant, so it doesn't inadvertently slow down training.

byol's People

Contributors

fkodom avatar

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