Collection of projects on self-supervised learning (mostly CV research).
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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
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
Self-Supervised Representation Learning
What if we can get labels for free for unlabelled data and train unsupervised dataset in a supervised manner?
self-supervised-learning representation-learning generative-modeling object-recognition
Prototypical Contrastive Learning (PCL) for Unsupervised Learning
Prototypical Contrastive Learning (PCL), an unsupervised representation learning method that addresses the fundamental limitations of the popular ...
contrastive-learning unsupervised-learning self-supervised-learning semi-supervised-learning
The Illustrated SimCLR Framework
A visual introduction to SimCLR: A Simple Framework for Contrastive Learning of Visual Representations.
simclr self-supervised-learning contrastive-learning illustrated
CS294-158-SP19 Deep Unsupervised Learning
This course will cover two areas of deep learning in which labeled data is not required: Deep Generative Models and Self-supervised Learning.
unsupervised-learning generative-models self-supervised-learning course
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