self-supervised-learning

There are 40 repositories under self-supervised-learning topic.

transferlearning
jindongwang / transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
deep-learning domain-adaptation domain-adaption domain-generalization few-shot few-shot-learning generalization machine-learning meta-learning paper papers representation-learning self-supervised-learning style-transfer survey theory transfer-learning transferlearning tutorial-code unsupervised-learning
Language:Python 12927
PaddlePaddle / PaddleSpeech
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.
transformer conformer speech-translation streaming-asr speech-alignment punctuation-restoration streaming-tts speech-synthesis tts asr kws speech-recognition sound-classification voice-cloning vocoder voice-recognition self-supervised-learning wav2vec2 whisper code-switch
Language:Python 10246
pytorch-metric-learning
KevinMusgrave / pytorch-metric-learning
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
metric-learning deep-learning computer-vision machine-learning pytorch deep-metric-learning image-retrieval self-supervised-learning contrastive-learning embeddings
Language:Python 5796
google-research / simclr
SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
computer-vision contrastive-learning representation-learning self-supervised-learning simclr simclrv2 unsupervised-learning
Language:Jupyter Notebook 3946
open-mmlab / mmpretrain
OpenMMLab Pre-training Toolbox and Benchmark
image-classification resnet mobilenet pytorch deep-learning swin-transformer beit clip constrastive-learning convnext mae masked-image-modeling moco pretrained-models self-supervised-learning vision-transformer multimodal
Language:Python 3196
open-mmlab / mmselfsup
OpenMMLab Self-Supervised Learning Toolbox and Benchmark
self-supervised-learning unsupervised-learning pytorch moco simclr simsiam mae masked-image-modeling beit
Language:Python 3099
lightly-ai / lightly
A python library for self-supervised learning on images.
deep-learning self-supervised-learning machine-learning computer-vision pytorch embeddings contrastive-learning
Language:Python 2781
s3prl
s3prl / s3prl
Self-Supervised Speech Pre-training and Representation Learning Toolkit
speech-representation mockingjay representation-learning apc tera self-supervised-learning speech-pretraining vq-apc wav2vec vq-wav2vec wav2vec2 cpc pase decoar hubert distilhubert wavlm unispeech-sat decoar2 data2vec
Language:Python 2111
tinghuiz / SfMLearner
An unsupervised learning framework for depth and ego-motion estimation from monocular videos
deep-learning depth-prediction visual-odometry self-supervised-learning unsupervised-learning
Language:Jupyter Notebook 1931
tinyvision / SOLIDER
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
cvpr2023 human-centric self-supervised-learning
Language:Python 1867
divelab / DIG
A library for graph deep learning research
deep-learning graph-neural-network graph-generation explainable-ml self-supervised-learning 3d-graph
Language:Python 1786
lucidrains / byol-pytorch
Usable Implementation of "Bootstrap Your Own Latent" self-supervised learning, from Deepmind, in Pytorch
artificial-intelligence deep-learning self-supervised-learning
Language:Python 1695
alibaba / EasyCV
An all-in-one toolkit for computer vision
classification computer-vision object-detection pytorch self-supervised-learning transformers vision-transformer
Language:Python 1693
ChandlerBang / awesome-self-supervised-gnn
Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
graph-neural-networks pretraining self-supervised-learning deep-learning machine-learning graph-mining pre-training graph-self-supervised-learning
Language:Python 1483
SparK
keyu-tian / SparK
[ICLR'23 Spotlight🔥] The first successful BERT/MAE-style pretraining on any convolutional network; Pytorch impl. of "Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked Modeling"
bert convnet convolutional-neural-networks masked-image-modeling pre-trained-model self-supervised-learning sparse-convolution ssl cnn iclr iclr2023 deep-learning object-detection pytorch instance-segmentation mask-rcnn mae masked-autoencoder pretrain pretraining
Language:Python 1389
vturrisi / solo-learn
solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
barlow-twins byol contrastive-learning deepcluster dino mae masked-input-prediction moco nnclr nvidia-dali pytorch pytorch-lightning ressl self-supervised-learning simclr simsiam swav transformer-models vibcreg vicreg
Language:Python 1361
Unsupervised-Classification
wvangansbeke / Unsupervised-Classification
SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]
unsupervised-learning image-classification self-supervised-learning clustering eccv-2020 eccv2020 representation-learning contrastive-learning simclr moco
Language:Python 1312
LirongWu / awesome-graph-self-supervised-learning
Code for TKDE paper "Self-supervised learning on graphs: Contrastive, generative, or predictive"
self-supervised-learning machine-learning unsupervised-learning graph-neural-networks pre-training data-augmentation pretext-task representation-learning transfer-learning deep-learning
1292
TorchSSL
TorchSSL / TorchSSL
A PyTorch-based library for semi-supervised learning (NeurIPS'21)
codebase computer-vision deep-learning machine-learning pytorch self-supervised-learning semi-supervised-learning toolkit
Language:Python 1269
MCG-NJU / VideoMAE
[NeurIPS 2022 Spotlight] VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training
action-recognition mae masked-autoencoder neurips-2022 pytorch self-supervised-learning transformer video-analysis video-representation-learning video-transformer video-understanding vision-transformer
Language:Python 1226
ViTAE-Transformer / ViTPose
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 distillation mae pose-estimation pytorch self-supervised-learning vision-transformer
Language:Python 1191
asheeshcric / awesome-contrastive-self-supervised-learning
A comprehensive list of awesome contrastive self-supervised learning papers.
hacktoberfest-accepted self-supervised-learning representation-learning unsupervised-learning deep-learning transfer-learning
1144
openvinotoolkit / training_extensions
Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™
openvino computer-vision deep-learning pytorch neural-networks-compression quantization hyper-parameter-optimization image-classification image-segmentation object-detection self-supervised-learning semi-supervised-learning transfer-learning action-recognition anomaly-detection datumaro automl machine-learning incremental-learning
Language:Python 1121
microsoft / SimMIM
This is an official implementation for "SimMIM: A Simple Framework for Masked Image Modeling".
self-supervised-learning masked-image-modeling image-classification swin-transformer
Language:Python 874
PaddlePaddle / PaddleHelix
Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集
biocomputing machine-learning deeplearning rna-structure-prediction dti representation-learning graph-networks protein-structure-prediction self-supervised-learning ppi molecule-design protein-folding ddi protein-docking protein-design
Language:Python 791
zhirongw / lemniscate.pytorch
Unsupervised Feature Learning via Non-parametric Instance Discrimination
computer-vision deep-learning unsupervised-learning imagenet pytorch nce cvpr2018 representation-learning self-supervised-learning
Language:Python 738
jackroos / VL-BERT
Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".
pre-training representation-learning self-supervised-learning vision-and-language bert pytorch iclr2020 vl-bert
Language:Jupyter Notebook 734
YyzHarry / imbalanced-semi-self
[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning
imbalanced-learning imbalanced-classification semi-supervised-learning unlabeled-data self-supervised-learning long-tail long-tailed-recognition class-imbalance neurips neurips-2020 imbalanced-data
Language:Python 733
MrGiovanni / ModelsGenesis
[MICCAI 2019] [MEDIA 2020] Models Genesis
fine-tuning representation-learning transfer-learning self-supervised-learning 3d-model pre-trained-model foundation-models
Language:Jupyter Notebook 722
yueliu1999 / Awesome-Deep-Graph-Clustering
Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).
deep-clustering graph-neural-networks self-supervised-learning representation-learning surveys data-mining deep-learning graph-convolutional-networks graph-embedding network-embedding gcn machine-learning clustering data-mining-algorithms graphclustering
Language:Python 705
EdisonLeeeee / Awesome-Masked-Autoencoders
A collection of literature after or concurrent with Masked Autoencoder (MAE) (Kaiming He el al.).
mae masked-autoencoder self-supervised-learning
700
dipy / dipy
DIPY is the paragon 3D/4D+ imaging library in Python. Contains generic methods for spatial normalization, signal processing, machine learning, statistical analysis and visualization of medical images. Additionally, it contains specialized methods for computational anatomy including diffusion, perfusion and structural imaging.
diffusion-mri dti tractography tractometry registration denoising spherical-harmonics dki tracking contextual-enhancement neuroanatomy neuroimaging medical-imaging microstructure machine-learning python bundles segmentation patch2self self-supervised-learning
Language:Python 676
cvpods
Megvii-BaseDetection / cvpods
All-in-one Toolbox for Computer Vision Research.
3d classification computer-vision cvpods detection keypoints pytorch research segmentation self-supervised-learning
Language:Python 637
fangchangma / self-supervised-depth-completion
ICRA 2019 "Self-supervised Sparse-to-Dense: Self-supervised Depth Completion from LiDAR and Monocular Camera"
depth-estimation depth-completion depth-prediction lidar deep-learning pytorch computer-vision self-supervised-learning kitti-dataset
Language:Python 607
SwinTransformer / Transformer-SSL
This is an official implementation for "Self-Supervised Learning with Swin Transformers".
transformer swin-transformer self-supervised-learning
Language:Python 602
manydepth
nianticlabs / manydepth
[CVPR 2021] Self-supervised depth estimation from short sequences
kitti cityscapes depths monodepth depth-estimation pytorch cvpr2021 cvpr self-supervised-learning self-supervised cost-volumes estimating-depths
Language:Python 599

self-supervised-learning

jindongwang / transferlearning

PaddlePaddle / PaddleSpeech

KevinMusgrave / pytorch-metric-learning

google-research / simclr

open-mmlab / mmpretrain

open-mmlab / mmselfsup

lightly-ai / lightly

s3prl / s3prl

tinghuiz / SfMLearner

tinyvision / SOLIDER

divelab / DIG

lucidrains / byol-pytorch

alibaba / EasyCV

ChandlerBang / awesome-self-supervised-gnn

keyu-tian / SparK

vturrisi / solo-learn

wvangansbeke / Unsupervised-Classification

LirongWu / awesome-graph-self-supervised-learning

TorchSSL / TorchSSL

MCG-NJU / VideoMAE

ViTAE-Transformer / ViTPose

asheeshcric / awesome-contrastive-self-supervised-learning

openvinotoolkit / training_extensions

microsoft / SimMIM

PaddlePaddle / PaddleHelix

zhirongw / lemniscate.pytorch

jackroos / VL-BERT

YyzHarry / imbalanced-semi-self

MrGiovanni / ModelsGenesis

yueliu1999 / Awesome-Deep-Graph-Clustering

EdisonLeeeee / Awesome-Masked-Autoencoders

dipy / dipy

Megvii-BaseDetection / cvpods

fangchangma / self-supervised-depth-completion

SwinTransformer / Transformer-SSL

nianticlabs / manydepth