self-supervised-learning

There are 48 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
transferlearning domain-adaptation transfer-learning survey deep-learning generalization few-shot tutorial-code theory papers few-shot-learning meta-learning domain-generalization representation-learning unsupervised-learning machine-learning self-supervised-learning paper style-transfer domain-adaption
Language:Python 14070
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 12228
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.
computer-vision contrastive-learning deep-learning deep-metric-learning embeddings image-retrieval machine-learning metric-learning pytorch self-supervised-learning
Language:Python 6228
google-research / simclr
SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners
simclr contrastive-learning representation-learning self-supervised-learning unsupervised-learning computer-vision simclrv2
Language:Jupyter Notebook 4356
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 3741
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 hacktoberfest contributions-welcome
Language:Python 3536
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 3275
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 2453
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 1998
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 1985
alibaba / EasyCV
An all-in-one toolkit for computer vision
self-supervised-learning transformers classification computer-vision object-detection pytorch vision-transformer
Language:Python 1891
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 1839
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 1737
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 1685
MCG-NJU / VideoMAE
[NeurIPS 2022 Spotlight] VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training
self-supervised-learning action-recognition video-understanding masked-autoencoder transformer vision-transformer video-transformer mae pytorch video-representation-learning video-analysis neurips-2022
Language:Python 1570
vturrisi / solo-learn
solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
simclr nvidia-dali contrastive-learning pytorch pytorch-lightning barlow-twins self-supervised-learning swav byol moco simsiam vicreg nnclr dino deepcluster ressl vibcreg transformer-models mae masked-input-prediction
Language:Python 1508
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 self-supervised-learning human-centric
Language:Python 1462
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 1445
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
1409
TorchSSL
TorchSSL / TorchSSL
A PyTorch-based library for semi-supervised learning (NeurIPS'21)
semi-supervised-learning toolkit codebase pytorch machine-learning computer-vision deep-learning self-supervised-learning
Language:Python 1360
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 1355
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
1289
open-edge-platform / 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 geti
Language:Python 1203
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 1082
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 994
chengtan9907 / OpenSTL
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning
benchmark deep-learning predictive-learning pytorch self-supervised-learning video-prediction weather-forecast awesome-list artificial-intelligence attention-mechanism computer-vision mlp transformer awesome-lists
Language:Python 981
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 946
lightly-ai / lightly-train
LightlyTrain is the first PyTorch framework to pretrain computer vision models on unlabeled data for industrial applications
computer-vision contrastive-learning deep-learning distillation embeddings machine-learning pretrained-models python pytorch self-supervised self-supervised-learning dinov2 eomt semantic-segmentation vision-transformer dinov3
Language:Python 870
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
851
dipy / dipy
DIPY is the paragon 3D/4D+ medical 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.
bundles contextual-enhancement denoising diffusion-mri dki dti machine-learning medical-imaging microstructure neuroanatomy neuroimaging patch2self python registration segmentation self-supervised-learning spherical-harmonics tracking tractography tractometry
Language:Python 782
ModelsGenesis
MrGiovanni / ModelsGenesis
[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis
fine-tuning representation-learning transfer-learning self-supervised-learning 3d-model pre-trained-model foundation-models
Language:Jupyter Notebook 771
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 759
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 755
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 744
DmitryRyumin / INTERSPEECH-2023-24-Papers
INTERSPEECH 2023-2024 Papers: A complete collection of influential and exciting research papers from the INTERSPEECH 2023-24 conference. Explore the latest advances in speech and language processing. Code included. Star the repository to support the advancement of speech technology!
acoustic adaptation asr audio-signals interspeech interspeech2023 interspeech2024 language-modeling lexical-analysis linguistic-analysis machine-translation prosody self-supervised-learning signal-processing speech-analysis speech-production speech-recognition speech-synthesis speech-technology transmission
682
OpenGVLab / VideoMAEv2
[CVPR 2023] VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking
cvpr2023 foundation-model self-supervised-learning video-understanding action-detection action-recognition temporal-action-detection
Language:Python 679

self-supervised-learning

jindongwang / transferlearning

PaddlePaddle / PaddleSpeech

KevinMusgrave / pytorch-metric-learning

google-research / simclr

open-mmlab / mmpretrain

lightly-ai / lightly

open-mmlab / mmselfsup

s3prl / s3prl

tinghuiz / SfMLearner

divelab / DIG

alibaba / EasyCV

lucidrains / byol-pytorch

ViTAE-Transformer / ViTPose

ChandlerBang / awesome-self-supervised-gnn

MCG-NJU / VideoMAE

vturrisi / solo-learn

tinyvision / SOLIDER

wvangansbeke / Unsupervised-Classification

LirongWu / awesome-graph-self-supervised-learning

TorchSSL / TorchSSL

keyu-tian / SparK

asheeshcric / awesome-contrastive-self-supervised-learning

open-edge-platform / training_extensions

PaddlePaddle / PaddleHelix

microsoft / SimMIM

chengtan9907 / OpenSTL

yueliu1999 / Awesome-Deep-Graph-Clustering

lightly-ai / lightly-train

EdisonLeeeee / Awesome-Masked-Autoencoders

dipy / dipy

MrGiovanni / ModelsGenesis

YyzHarry / imbalanced-semi-self

zhirongw / lemniscate.pytorch

jackroos / VL-BERT

DmitryRyumin / INTERSPEECH-2023-24-Papers

OpenGVLab / VideoMAEv2