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The Illustrated Self-Supervised Learning
A visual introduction to self-supervised learning methods in Computer Vision
self-supervised-learning computer-vision illustrated tutorial
Self-Supervised Scene De-occlusion
We investigate the problem of scene de-occlusion, which aims to recover the underlying occlusion ordering and complete the invisible parts of occluded ...
self-supervised-learning computer-vision de-occlusion image-generation
Self Supervised Learning Fastai Extension
Implementation of popular SOTA self-supervised learning algorithms as Fastai Callbacks.
self-supervised-learning pytorch fastai callbacks
Self-Supervised Learning - PyTorch Lightning
This bolts module houses a collection of all self-supervised learning models.
self-supervised-learning pytorch pytorch-lightning code
Bootstrap Your Own Latent (BYOL) in Pytorch
Practical implementation of a new state of the art (surpassing SimCLR) without contrast learning and having to designate negative pairs.
self-supervised-learning byol simclr code
A Visual Guide to Self-Labelling Images
A self-supervised method to generate labels via simultaneous clustering and representation learning
self-supervised-learning image-clustering computer-vision illustrated
A Few Favorite Recipes in Computer Vision & Deep Learning
This blog post enlists a few of my favorite recipes in deep learning in the context of computer vision (as of August 2020).
self-supervised-learning simclr contrastive-learning representation-learning
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