self-supervised-learning

There are 28 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 9615
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 image-retrieval machine-learning metric-learning pytorch self-supervised-learning
Language:Python 4525
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 3070
open-mmlab / mmselfsup
OpenMMLab Self-Supervised Learning Toolbox and Benchmark
self-supervised-learning unsupervised-learning pytorch moco simclr deepcluster swav simsiam
Language:Python 2096
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 1736
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 active-learning
Language:Python 1663
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 npc wav2vec vq-wav2vec wav2vec2 cpc pase decoar hubert distilhubert wavlm unispeech-sat decoar2
Language:Python 1322
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 1306
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 1159
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 1003
vturrisi / solo-learn
solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning
barlow-twins byol contrastive-learning deep-learning deepcluster dino moco nnclr nvidia-dali pytorch pytorch-lightning ressl self-supervised-learning simclr simsiam swav transformer-models vibcreg vicreg wmse
Language:Python 850
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 830
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
803
ChandlerBang / awesome-self-supervised-gnn
Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).
deep-learning graph-mining graph-neural-networks machine-learning pre-training pretraining self-supervised-learning
763
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 675
LirongWu / awesome-graph-self-supervised-learning
Awesome Graph Self-Supervised Learning
data-augmentation deep-learning graph-neural-networks machine-learning pre-training pretext-task representation-learning self-supervised-learning transfer-learning unsupervised-learning
656
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 656
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 606
MrGiovanni / ModelsGenesis
Official Keras & PyTorch Implementation and Pre-trained Models for Models Genesis - MICCAI 2019
fine-tuning representation-learning transfer-learning self-supervised-learning 3d-model pre-trained-model
Language:Jupyter Notebook 576
cvpods
Megvii-BaseDetection / cvpods
All-in-one Toolbox for Computer Vision Research.
pytorch detection 3d classification keypoints self-supervised-learning segmentation research cvpods computer-vision
Language:Python 553
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 541
fangchangma / self-supervised-depth-completion
ICRA 2019 "Self-supervised Sparse-to-Dense: Self-supervised Depth Completion from LiDAR and Monocular Camera"
computer-vision deep-learning depth-completion depth-estimation depth-prediction kitti-dataset lidar pytorch self-supervised-learning
Language:Python 537
mkocabas / EpipolarPose
Self-Supervised Learning of 3D Human Pose using Multi-view Geometry (CVPR2019)
human-pose-estimation 3d-pose-estimation pytorch computer-vision cvpr2019 cvpr-2019 cvpr cvpr19 self-supervised-learning machine-learning
Language:Jupyter Notebook 531
dev-sungman / Awesome-Self-Supervised-Papers
Paper bank for Self-Supervised Learning
awesome cvpr2020 self-supervised self-supervised-learning sota
525
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 523
RobotLocomotion / pytorch-dense-correspondence
Code for "Dense Object Nets: Learning Dense Visual Object Descriptors By and For Robotic Manipulation"
pytorch robotics manipulation computer-vision deep-learning 3d vision artificial-intelligence self-supervised-learning
Language:Python 506
SwinTransformer / Transformer-SSL
This is an official implementation for "Self-Supervised Learning with Swin Transformers".
transformer swin-transformer self-supervised-learning
Language:Python 492
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
Language:Python 485
yukimasano / self-label
Self-labelling via simultaneous clustering and representation learning. (ICLR 2020)
iclr2020 self-supervised-learning representation-learning clustering resnet resnet-v2
Language:Python 444
WXinlong / DenseCL
Dense Contrastive Learning (DenseCL) for self-supervised representation learning, CVPR 2021 Oral.
densecl self-supervised-learning cvpr2021 dense-contrastive-learning
Language:Python 425
MCG-NJU / VideoMAE
VideoMAE: Masked Autoencoders are Data-Efficient Learners for Self-Supervised Video Pre-Training
action-recognition mae masked-autoencoder self-supervised-learning transformer video-transformer video-understanding vision-transformer
Language:Python 417
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 415
santi-pdp / pase
Problem Agnostic Speech Encoder
deep-learning waveform-analysis pytorch unsupervised-learning multi-task-learning speech-processing self-supervised-learning
Language:Python 410
Huangying-Zhan / DF-VO
Depth and Flow for Visual Odometry
visual-odometry depth-estimation optical-flow self-supervised-learning icra2020
Language:Python 390
ppliuboy / SelFlow
SelFlow: Self-Supervised Learning of Optical Flow
optical-flow self-supervised-learning unsupervised-learning unflow deep-learning
Language:Python 374
sthalles / PyTorch-BYOL
PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning
pytorch byol representation-learning simclr unsupervised-learning deep-learning self-supervised-learning
Language:Jupyter Notebook 361

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