self-supervised-learning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Easy-to-use Speech Toolkit including Self-Supervised Learning model, SOTA/Streaming ASR with punctuation, Streaming TTS with text frontend, Speaker Verification System, End-to-End Speech Translation and Keyword Spotting. Won NAACL2022 Best Demo Award.

The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

OpenMMLab Self-Supervised Learning Toolbox and Benchmark

A python library for self-supervised learning on images.

An unsupervised learning framework for depth and ego-motion estimation from monocular videos

Audio Foundation Models (Self-Supervised Speech/Sound Pre-training and Representation Learning Toolkit)

Usable Implementation of "Bootstrap Your Own Latent" self-supervised learning, from Deepmind, in Pytorch

A library for graph deep learning research

An all-in-one toolkit for computer vision

SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

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

Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

A PyTorch-based library for semi-supervised learning (NeurIPS'21)

Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

A comprehensive list of awesome contrastive self-supervised learning papers.

Awesome Graph Self-Supervised Learning

[NeurIPS 2022 Spotlight] VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training

[ICLR'23 Spotlight] The first successful BERT-style pretraining on any convolutional network; Pytorch impl. of "Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling"