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Awesome Contrastive Learning

Pytorch re-implementation of some contrastive Learning methods

Part of the codes is based on BYOL

We try our best to encapsulate all training codes into a class named Learner

image level methods

  • Exploring SimCLR: A Simple Framework for Contrastive Learning of Visual Representations SimCLR
  • Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning BYOL
  • Exploring Simple Siamese Representation Learning SimSam
  • MOCO
  • Median

pixel level methods

  • Contrastive learning of global and local features for medical image segmentation with limited annotations GL
  • Propagate Yourself: Exploring Pixel-Level Consistency for Unsupervised Visual Representation Learning PixPro