self-supervised-learning

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transferlearning

jindongwang / transferlearning

Star 14.1k

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

machine-learning deep-learning paper survey style-transfer theory transfer-learning papers representation-learning unsupervised-learning tutorial-code domain-adaptation generalization transferlearning meta-learning few-shot few-shot-learning self-supervised-learning domain-generalization domain-adaption

Updated Feb 18, 2025
Python

PaddlePaddle / PaddleSpeech

Star 12.3k

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.

tts speech-synthesis transformer voice-recognition speech-recognition whisper asr vocoder conformer sound-classification kws self-supervised-learning code-switch voice-cloning speech-translation punctuation-restoration wav2vec2 streaming-asr speech-alignment streaming-tts

Updated Oct 20, 2025
Python

pytorch-metric-learning

KevinMusgrave / pytorch-metric-learning

Star 6.2k

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

machine-learning computer-vision deep-learning pytorch embeddings metric-learning image-retrieval deep-metric-learning self-supervised-learning contrastive-learning

Updated Aug 17, 2025
Python

google-research / simclr

Star 4.4k

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

computer-vision representation-learning unsupervised-learning self-supervised-learning simclr contrastive-learning simclrv2

Updated May 22, 2023
Jupyter Notebook

open-mmlab / mmpretrain

Star 3.8k

OpenMMLab Pre-training Toolbox and Benchmark

deep-learning pytorch image-classification resnet pretrained-models clip mae mobilenet moco multimodal self-supervised-learning constrastive-learning beit vision-transformer swin-transformer masked-image-modeling convnext

Updated Nov 1, 2024
Python

lightly-ai / lightly

Star 3.6k

A python library for self-supervised learning on images.

machine-learning computer-vision deep-learning pytorch embeddings hacktoberfest contributions-welcome self-supervised-learning contrastive-learning

Updated Sep 25, 2025
Python

open-mmlab / mmselfsup

Star 3.3k

OpenMMLab Self-Supervised Learning Toolbox and Benchmark

pytorch unsupervised-learning mae moco self-supervised-learning simclr beit simsiam masked-image-modeling

Updated Jun 25, 2023
Python

s3prl

s3prl / s3prl

Star 2.5k

Self-Supervised Speech Pre-training and Representation Learning Toolkit

representation-learning tera cpc apc pase mockingjay self-supervised-learning speech-representation wav2vec speech-pretraining hubert vq-apc vq-wav2vec wav2vec2 decoar distilhubert wavlm unispeech-sat decoar2 data2vec

Updated Jun 13, 2025
Python

tinghuiz / SfMLearner

Star 2k

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

deep-learning unsupervised-learning visual-odometry depth-prediction self-supervised-learning

Updated Oct 26, 2021
Jupyter Notebook

divelab / DIG

Star 2k

A library for graph deep learning research

deep-learning graph-generation explainable-ml self-supervised-learning 3d-graph graph-neural-network

Updated Jul 15, 2024
Python

alibaba / EasyCV

Star 1.9k

An all-in-one toolkit for computer vision

computer-vision transformers pytorch classification object-detection self-supervised-learning vision-transformer

Updated May 9, 2025
Python

lucidrains / byol-pytorch

Star 1.8k

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

deep-learning artificial-intelligence self-supervised-learning

Updated Jul 15, 2024
Python

ViTAE-Transformer / ViTPose

Star 1.8k

The official repo for [NeurIPS'22] "ViTPose: Simple Vision Transformer Baselines for Human Pose Estimation" and [TPAMI'23] "ViTPose++: Vision Transformer for Generic Body Pose Estimation"

deep-learning pytorch pose-estimation mae distillation self-supervised-learning vision-transformer

Updated Sep 25, 2025
Python

ChandlerBang / awesome-self-supervised-gnn

Star 1.7k

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

machine-learning deep-learning graph-mining graph-neural-networks self-supervised-learning pre-training pretraining graph-self-supervised-learning

Updated Feb 2, 2024
Python

MCG-NJU / VideoMAE

Star 1.6k

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

pytorch transformer action-recognition video-understanding mae video-analysis video-representation-learning self-supervised-learning masked-autoencoder vision-transformer video-transformer neurips-2022

Updated Dec 8, 2023
Python

vturrisi / solo-learn

Star 1.5k

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

pytorch dino mae moco self-supervised-learning byol nvidia-dali transformer-models pytorch-lightning simclr contrastive-learning deepcluster simsiam swav barlow-twins vicreg nnclr ressl vibcreg masked-input-prediction

Updated Oct 20, 2025
Python

tinyvision / SOLIDER

Star 1.5k

A Semantic Controllable Self-Supervised Learning Framework to learn general human representations from massive unlabeled human images, which can benefit downstream human-centric tasks to the maximum extent

self-supervised-learning human-centric cvpr2023