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Self-Supervised

9 repositories

Benchmark and analysis of 165 pretrained SSL models. Code for "Evaluating Self-Supervised Learning via Risk Decomposition".

Jupyter Notebook 15 1 Updated Jul 26, 2023

Official Code for ICLR2022 Paper: Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap

Jupyter Notebook 28 3 Updated Sep 2, 2022

NeurIPS 2020, Debiased Contrastive Learning

Python 282 33 Updated Mar 22, 2023

PyTorch code and models for the DINOv2 self-supervised learning method.

Jupyter Notebook 9,886 890 Updated Aug 7, 2024

CVPR 2022, Robust Contrastive Learning against Noisy Views

Python 83 6 Updated Jan 15, 2022

[ICML2022] Contrastive Learning with Boosted Memorization

Python 111 8 Updated Jan 28, 2024

The repository for a thorough empirical evaluation of pre-trained vision model performance across different downstream policy learning methods.

Python 23 2 Updated Aug 19, 2023

solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning

Python 1,462 188 Updated Feb 17, 2025

Preventing Dimensional Collapse in Self-Supervised Learning via Orthogonality Regularization

1 Updated Oct 31, 2024