Projects in Awesome Lists tagged with self-supervised-learning

https://github.com/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

Last synced: 31 Jul 2024

https://github.com/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.

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

Last synced: 31 Jul 2024

https://github.com/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.

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

Last synced: 29 Sep 2024

https://github.com/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

Last synced: 02 Oct 2024

https://github.com/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

Last synced: 01 Aug 2024

https://github.com/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

Last synced: 25 Sep 2024

https://github.com/open-mmlab/mmpretrain

OpenMMLab Pre-training Toolbox and Benchmark

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

Last synced: 30 Sep 2024

https://github.com/open-mmlab/mmselfsup

OpenMMLab Self-Supervised Learning Toolbox and Benchmark

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

Last synced: 30 Sep 2024

https://github.com/lightly-ai/lightly

A python library for self-supervised learning on images.

computer-vision contrastive-learning deep-learning embeddings machine-learning pytorch self-supervised-learning

Last synced: 01 Aug 2024

https://github.com/s3prl/s3prl

Self-Supervised Speech Pre-training and Representation Learning Toolkit

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

Last synced: 30 Sep 2024

https://github.com/tinghuiz/sfmlearner

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

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

Last synced: 30 Sep 2024

https://github.com/tinghuiz/SfMLearner

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

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

Last synced: 31 Jul 2024

https://github.com/divelab/dig

A library for graph deep learning research

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

Last synced: 30 Sep 2024

https://github.com/divelab/DIG

A library for graph deep learning research

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

Last synced: 31 Jul 2024

https://github.com/alibaba/easycv

An all-in-one toolkit for computer vision

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

Last synced: 30 Sep 2024

https://github.com/alibaba/EasyCV

An all-in-one toolkit for computer vision

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

Last synced: 30 Jul 2024

https://github.com/lucidrains/byol-pytorch

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

artificial-intelligence deep-learning self-supervised-learning

Last synced: 03 Oct 2024

https://github.com/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 cnn convnet convolutional-neural-networks deep-learning iclr iclr2023 instance-segmentation mae mask-rcnn masked-autoencoder masked-image-modeling object-detection pre-trained-model pretrain pretraining pytorch self-supervised-learning sparse-convolution ssl

Last synced: 30 Sep 2024

https://github.com/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

Last synced: 30 Sep 2024

https://github.com/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 cnn convnet convolutional-neural-networks deep-learning iclr iclr2023 instance-segmentation mae mask-rcnn masked-autoencoder masked-image-modeling object-detection pre-trained-model pretrain pretraining pytorch self-supervised-learning sparse-convolution ssl

Last synced: 31 Jul 2024

https://github.com/wvangansbeke/unsupervised-classification

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

clustering contrastive-learning eccv-2020 eccv2020 image-classification moco representation-learning self-supervised-learning simclr unsupervised-learning

Last synced: 30 Sep 2024

https://github.com/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

Last synced: 30 Sep 2024

https://github.com/wvangansbeke/Unsupervised-Classification

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

clustering contrastive-learning eccv-2020 eccv2020 image-classification moco representation-learning self-supervised-learning simclr unsupervised-learning

Last synced: 31 Jul 2024

https://github.com/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

Last synced: 30 Sep 2024

https://github.com/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

Last synced: 02 Aug 2024

https://github.com/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

Last synced: 31 Jul 2024

https://github.com/openvinotoolkit/training_extensions

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

action-recognition anomaly-detection automl computer-vision datumaro deep-learning hyper-parameter-optimization image-classification image-segmentation incremental-learning machine-learning neural-networks-compression object-detection openvino pytorch quantization self-supervised-learning semi-supervised-learning transfer-learning

Last synced: 29 Sep 2024

https://github.com/microsoft/SimMIM

This is an official implementation for "SimMIM: A Simple Framework for Masked Image Modeling".

image-classification masked-image-modeling self-supervised-learning swin-transformer

Last synced: 03 Aug 2024

https://github.com/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 ddi deeplearning dti graph-networks machine-learning molecule-design ppi protein-design protein-docking protein-folding protein-structure-prediction representation-learning rna-structure-prediction self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/jackroos/VL-BERT

Code for ICLR 2020 paper "VL-BERT: Pre-training of Generic Visual-Linguistic Representations".

bert iclr2020 pre-training pytorch representation-learning self-supervised-learning vision-and-language vl-bert

Last synced: 01 Aug 2024

https://github.com/YyzHarry/imbalanced-semi-self

[NeurIPS 2020] Semi-Supervision (Unlabeled Data) & Self-Supervision Improve Class-Imbalanced / Long-Tailed Learning

class-imbalance imbalanced-classification imbalanced-data imbalanced-learning long-tail long-tailed-recognition neurips neurips-2020 self-supervised-learning semi-supervised-learning unlabeled-data

Last synced: 03 Aug 2024

https://github.com/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.

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

Last synced: 03 Aug 2024

https://github.com/Megvii-BaseDetection/cvpods

All-in-one Toolbox for Computer Vision Research.

3d classification computer-vision cvpods detection keypoints pytorch research segmentation self-supervised-learning

Last synced: 31 Jul 2024

https://github.com/SwinTransformer/Transformer-SSL

This is an official implementation for "Self-Supervised Learning with Swin Transformers".

self-supervised-learning swin-transformer transformer

Last synced: 31 Jul 2024

https://github.com/nianticlabs/manydepth

[CVPR 2021] Self-supervised depth estimation from short sequences

cityscapes cost-volumes cvpr cvpr2021 depth-estimation depths estimating-depths kitti monodepth pytorch self-supervised self-supervised-learning

Last synced: 05 Aug 2024

https://github.com/RobotLocomotion/pytorch-dense-correspondence

Code for "Dense Object Nets: Learning Dense Visual Object Descriptors By and For Robotic Manipulation"

3d artificial-intelligence computer-vision deep-learning manipulation pytorch robotics self-supervised-learning vision

Last synced: 03 Aug 2024

https://github.com/Huangying-Zhan/DF-VO

Depth and Flow for Visual Odometry

depth-estimation icra2020 optical-flow self-supervised-learning visual-odometry

Last synced: 01 Aug 2024

https://github.com/Shen-Lab/GraphCL

[NeurIPS 2020] "Graph Contrastive Learning with Augmentations" by Yuning You, Tianlong Chen, Yongduo Sui, Ting Chen, Zhangyang Wang, Yang Shen

contrastive-learning graph-neural-network pre-training self-supervised-learning

Last synced: 08 Aug 2024

https://github.com/WXinlong/DenseCL

Dense Contrastive Learning (DenseCL) for self-supervised representation learning, CVPR 2021 Oral.

cvpr2021 dense-contrastive-learning densecl self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/salesforce/PCL

PyTorch code for "Prototypical Contrastive Learning of Unsupervised Representations"

contrastive-learning pre-trained-model representation-learning self-supervised-learning unsupervsied-learning

Last synced: 03 Aug 2024

https://github.com/yukimasano/self-label

Self-labelling via simultaneous clustering and representation learning. (ICLR 2020)

clustering iclr2020 representation-learning resnet resnet-v2 self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/wenet-e2e/wespeaker

Research and Production Oriented Speaker Verification, Recognition and Diarization Toolkit

asv campplus cnceleb dino ecapa-tdnn eres2net nist-sre plda production-ready pytorch repvgg resnet self-supervised-learning speaker-diarization speaker-recognition speaker-verification ssl tdnn voxceleb xvector

Last synced: 08 Aug 2024

https://github.com/mahmoodlab/HIPT

Hierarchical Image Pyramid Transformer - CVPR 2022 (Oral)

computational-pathology cvpr cvpr2022 deep-learning hierarchical-attention-networks high-resolution histopathology pretrained-weights pytorch self-supervised-learning transfer-learning unsupervised-learning vision-transformer weakly-supervised-learning

Last synced: 02 Aug 2024

https://github.com/acbull/GPT-GNN

Code for KDD'20 "Generative Pre-Training of Graph Neural Networks"

graph-neural-networks graph-representation-learning pre-training self-supervised-learning

Last synced: 08 Aug 2024

https://github.com/THUDM/GraphMAE

GraphMAE: Self-Supervised Masked Graph Autoencoders in KDD'22

deep-learning graph-neural-networks pytorch self-supervised-learning

Last synced: 08 Aug 2024

https://github.com/santi-pdp/pase

Problem Agnostic Speech Encoder

deep-learning multi-task-learning pytorch self-supervised-learning speech-processing unsupervised-learning waveform-analysis

Last synced: 30 Jul 2024

https://github.com/ViTAE-Transformer/ViTAE-Transformer-Remote-Sensing

A comprehensive list [SAMRS@NeurIPS'23, RVSA@TGRS'22, RSP@TGRS'22] of our research works related to remote sensing, including papers, codes, and citations. Note: The repo for [TGRS'22] "An Empirical Study of Remote Sensing Pretraining" has been moved to: https://github.com/ViTAE-Transformer/RSP

change-detection classification deep-learning object-detection remote-sensing self-supervised-learning semantic-segmentation transfer-learning vision-transformer

Last synced: 03 Aug 2024

https://github.com/Pang-Yatian/Point-MAE

[ECCV2022] Masked Autoencoders for Point Cloud Self-supervised Learning

point-cloud self-supervised-learning

Last synced: 31 Jul 2024

https://github.com/microsoft/esvit

EsViT: Efficient self-supervised Vision Transformers

self-supervised-learning vision-transformers

Last synced: 01 Aug 2024

https://github.com/OpenGVLab/VideoMAEv2

[CVPR 2023] VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking

action-detection action-recognition cvpr2023 foundation-model self-supervised-learning temporal-action-detection video-understanding

Last synced: 31 Jul 2024

https://github.com/Oneflow-Inc/libai

LiBai(李白): A Toolbox for Large-Scale Distributed Parallel Training

data-parallelism deep-learning distributed-training large-scale model-parallelism nlp oneflow pipeline-parallelism self-supervised-learning transformer vision-transformer

Last synced: 03 Aug 2024

https://github.com/JohnGiorgi/DeCLUTR

The corresponding code from our paper "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations". Do not hesitate to open an issue if you run into any trouble!

allennlp contrastive-learning metric-learning natural-language-processing pytorch representation-learning self-supervised-learning semantic-search semantic-text-similarity sentence-embeddings sentence-similarity transformers

Last synced: 01 Aug 2024

https://github.com/bshall/soft-vc

Soft speech units for voice conversion

self-supervised-learning speech-synthesis voice-conversion

Last synced: 01 Aug 2024

https://github.com/NVlabs/FreeSOLO

FreeSOLO for unsupervised instance segmentation, CVPR 2022

cvpr2022 freesolo instance-segmentation object-detection self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/ContrastiveSR/Contrastive_Learning_Papers

A list of contrastive Learning papers

computer-vision contrastive-learning deep-learning graph natural-language-processing natural-language-understanding research-paper self-supervised-learning

Last synced: 31 Jul 2024

https://github.com/voidism/DiffCSE

Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"

contrastive-learning representation-learning self-supervised-learning sentence-embeddings sentence-similarity sentence-transformers

Last synced: 03 Aug 2024

https://github.com/xyupeng/ContrastiveCrop

[CVPR 2022 Oral] Crafting Better Contrastive Views for Siamese Representation Learning

contrastive-learning pytorch self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/bdy9527/SDCN

Structural Deep Clustering Network

autoencoder deep-clustering graph-convolutional-networks knn-graphs self-supervised-learning

Last synced: 01 Aug 2024

https://github.com/lucidrains/pixel-level-contrastive-learning

Implementation of Pixel-level Contrastive Learning, proposed in the paper "Propagate Yourself", in Pytorch

artificial-intelligence contrastive-learning deep-learning self-supervised-learning

Last synced: 03 Oct 2024

https://github.com/yuyangw/molclr

Implementation of MolCLR: "Molecular Contrastive Learning of Representations via Graph Neural Networks" in PyG.

deep-learning graph-neural-networks molecule pytorch pytorch-geometric self-supervised-learning

Last synced: 26 Sep 2024

https://github.com/RUCAIBox/CIKM2020-S3Rec

Code for CIKM2020 "S3-Rec: Self-Supervised Learning for Sequential Recommendation with Mutual Information Maximization"

mutual-information self-supervised-learning sequential-recommendation

Last synced: 08 Aug 2024

https://github.com/MohamedAfham/CrossPoint

Official implementation of "CrossPoint: Self-Supervised Cross-Modal Contrastive Learning for 3D Point Cloud Understanding" (CVPR, 2022)

3d-point-clouds cross-modal-learning deep-learning few-shot-learning object-classification point-cloud self-supervised-learning transfer-learning unsupervised-learning

Last synced: 31 Jul 2024

https://github.com/alibaba-mmai-research/TAdaConv

[ICLR 2022] TAda! Temporally-Adaptive Convolutions for Video Understanding. This codebase provides solutions for video classification, video representation learning and temporal detection.

action-localization action-recognition pytorch self-supervised-learning tadaconv video-classification video-understanding

Last synced: 02 Aug 2024

https://github.com/salesforce/CoST

PyTorch code for CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting (ICLR 2022)

contrastive-learning deep-learning forecasting-model machine-learning self-supervised-learning time-series time-series-decomposition time-series-forecasting

Last synced: 31 Jul 2024

https://github.com/yueliu1999/DCRN

[AAAI 2022] An official source code for paper Deep Graph Clustering via Dual Correlation Reduction.

data-mining deep-clustering deep-learning gcn graph-convolutional-network graph-convolutional-networks graph-neural-networks network-embedding pytorch representation-learning self-supervised-learning unsupervised-learning

Last synced: 03 Aug 2024

https://github.com/DmitryRyumin/ICASSP-2023-24-Papers

ICASSP 2023-2024 Papers: A complete collection of influential and exciting research papers from the ICASSP 2023-24 conferences. Explore the latest advancements in acoustics, speech and signal processing. Code included. Star the repository to support the advancement of audio and signal processing!

asr denoising domain-adaptation face-recognition generative-models icassp icassp2023 icassp2024 image-generation keyword-spotting language-modeling multimodal-learning music-generation self-supervised-learning semantic-segmentation signal-processing signal-restoration speech-recognition spoken-language-understanding vad

Last synced: 05 Aug 2024

https://github.com/janghyuncho/PiCIE

PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in clustering (CVPR2021)

self-supervised-learning semantic-segmentation unsupervised-clustering unsupervised-learning

Last synced: 03 Aug 2024

https://github.com/alexklwong/unsupervised-depth-completion-visual-inertial-odometry

Tensorflow and PyTorch implementation of Unsupervised Depth Completion from Visual Inertial Odometry (in RA-L January 2020 & ICRA 2020)

3d-reconstruction 3d-vision computer-vision deep-learning depth depth-completion depth-estimation icra kitti machine-learning ral self-supervised-learning sensor-fusion tensorflow ucla unsupervised-learning void

Last synced: 01 Aug 2024

https://github.com/iamyuanchung/Autoregressive-Predictive-Coding

Autoregressive Predictive Coding: An unsupervised autoregressive model for speech representation learning

pre-training pytorch representation-learning self-supervised-learning unsupervised-learning

Last synced: 07 Aug 2024

https://github.com/lxtGH/CAE

This is a PyTorch implementation of “Context AutoEncoder for Self-Supervised Representation Learning"

context-autoencoder masked-image-modeling self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/Nicholasli1995/EgoNet

Official project website for the CVPR 2021 paper "Exploring intermediate representation for monocular vehicle pose estimation"

3d-object-detection 3d-pose-estimation 3d-vision autonomous-driving cvpr2021 deep-learning kitti kitti-3d orientation-estimation pose-estimation projective-geometry representation-learning robot-perception self-supervised-learning vehicles

Last synced: 31 Jul 2024

https://github.com/shrubb/latent-pose-reenactment

The authors' implementation of the "Neural Head Reenactment with Latent Pose Descriptors" (CVPR 2020) paper.

avatar deep-learning face-reenactment facial-landmarks generative-model head-avatar head-reenactment landmark-detection pose-estimation pytorch self-supervised-learning talking-head voxceleb voxceleb2

Last synced: 03 Aug 2024

https://github.com/HKUDS/LightGCL

[ICLR'2023] "LightGCL: Simple Yet Effective Graph Contrastive Learning for Recommendation"

collaborative-filtering graph-contrastive-learning graph-neural-networks recommendation self-supervised-learning

Last synced: 01 Aug 2024

https://github.com/chao1224/GraphMVP

Pre-training Molecular Graph Representation with 3D Geometry, ICLR'22 (https://openreview.net/forum?id=xQUe1pOKPam)

contrastive-learning generative-model geometry graph molecule pretraining self-supervised self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/szq0214/Un-Mix

Un-Mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning.

image-mixture pytorch self-supervised-learning smooth-decision-boundaries unsupervised-learning

Last synced: 02 Aug 2024

https://github.com/hannesstark/3dinfomax

Making self-supervised learning work on molecules by using their 3D geometry to pre-train GNNs. Implemented in DGL and Pytorch Geometric.

3d dgl-graph gnn graph graph-neural-networks graph-representation-learning molecules pytorch-geometric self-supervised-learning

Last synced: 08 Aug 2024

https://github.com/AstraZeneca/SubTab

The official implementation of the paper, "SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning"

contrastive-learning multi-view-learning representation-learning self-supervised-learning tabular-data

Last synced: 02 Aug 2024

https://github.com/Richarizardd/Self-Supervised-ViT-Path

Self-Supervised Vision Transformers Learn Visual Concepts in Histopathology (LMRL Workshop, NeurIPS 2021)

computational-pathology deep-learning histopathology neurips pretrained-weights pytorch self-supervised-learning transfer-learning unsupervised-learning vision-transformer weakly-supervised-learning

Last synced: 02 Aug 2024

https://github.com/giakoumoglou/pyssl

Self-Supervised Learning in PyTorch

barlow-twins barlowtwins byol contrastive-learning dino moco moco-v2 moco-v3 mocov2 mocov3 pytorch pytorch-implementation self-supervised-learning simclr simclr-v2 simclrv2 simsiam ssl supcon swav

Last synced: 10 Aug 2024

https://github.com/salesforce/CoMatch

Code for CoMatch: Semi-supervised Learning with Contrastive Graph Regularization

contrastive-learning representation-learning self-supervised-learning semi-supervised-learning

Last synced: 03 Aug 2024

https://github.com/qcraftai/pillar-motion

Self-Supervised Pillar Motion Learning for Autonomous Driving (CVPR 2021)

autonomous-driving lidar-point-cloud nuscenes point-cloud-motion self-supervised-learning

Last synced: 31 Jul 2024

https://github.com/qizekun/ReCon

[ICML 2023] Contrast with Reconstruct: Contrastive 3D Representation Learning Guided by Generative Pretraining

3d-point-clouds multi-modal-learning representation-learning self-supervised-learning

Last synced: 31 Jul 2024

https://github.com/lucidrains/contrastive-learner

A simple to use pytorch wrapper for contrastive self-supervised learning on any neural network

artificial-intelligence contrastive-loss deep-learning self-supervised-learning

Last synced: 03 Oct 2024

https://github.com/OpenDriveLab/PPGeo

[ICLR 2023] Pytorch implementation of PPGeo, a fully self-supervised driving policy pre-training framework to learn from unlabeled driving videos.

end-to-end-autonomous-driving policy-learning self-supervised-learning

Last synced: 31 Jul 2024

https://github.com/spaceml-org/Self-Supervised-Learner

Curator can be used to train a classifier with fewer labeled examples needed using self-supervised learning.

curator deep-learning self-supervised-learning ssl

Last synced: 31 Jul 2024

https://github.com/MediaBrain-SJTU/BCL

[ICML2022] Contrastive Learning with Boosted Memorization

long-tailed-recognition memorization-effect self-supervised-learning

Last synced: 03 Aug 2024

https://github.com/alexklwong/calibrated-backprojection-network

PyTorch Implementation of Unsupervised Depth Completion with Calibrated Backprojection Layers (ORAL, ICCV 2021)

3d-reconstruction 3d-vision backprojection calibration computer-vision deep-learning depth-completion depth-estimation iccv iccv2021 kitti kitti-dataset machine-learning pytorch self-supervised-learning sensor-fusion ucla unsupervised-learning void void-dataset

Last synced: 03 Aug 2024

https://github.com/xudejing/video-clip-order-prediction

Self-supervised Spatiotemporal Learning via Video Clip Order Prediction

cvpr2019 pytorch self-supervised-learning spatiotemporal video

Last synced: 02 Aug 2024

https://github.com/RunpeiDong/ACT

[ICLR 2023] Autoencoders as Cross-Modal Teachers: Can Pretrained 2D Image Transformers Help 3D Representation Learning?

3d-point-clouds cross-modal-learning representation-learning self-supervised-learning

Last synced: 31 Jul 2024

https://github.com/OxWearables/ssl-wearables

Self-supervised learning for wearables using the UK-Biobank (>700,000 person-days)

accelerometer deep-learning foundation-models human-activity-recognition pytorch self-supervised-learning wearable

Last synced: 01 Aug 2024

https://github.com/sberbank-ai-lab/pytorch-lifestream

A library built upon PyTorch for building embeddings on discrete event sequences using self-supervision

machine-learning pytorch self-supervised-learning

Last synced: 07 Aug 2024

https://github.com/visresearch/patchmix

The official implementation of paper: "Inter-Instance Similarity Modeling for Contrastive Learning"

cifar contrastive-learning imagenet representation-learning self-supervised-learning transfer-learning unsupervised-learning vision-transformer

Last synced: 02 Aug 2024

https://github.com/IdanAchituve/DefRec_and_PCM

Self-Supervised Learning for Domain Adaptation on Point-Clouds

domain-adaptation mixup-inference point-clouds self-supervised-learning

Last synced: 04 Aug 2024

https://github.com/goruck/radar-ml

Detect (classify and localize) people, pets and objects using millimeter-wave radar.

object-detection radar radar-datasets self-supervised-learning walabot-radar

Last synced: 01 Aug 2024

https://github.com/Atharva-Phatak/torchflare

TorchFlare is a simple, beginner-friendly, and easy-to-use PyTorch Framework train your models effortlessly.

deep-learning deep-neural-networks gans generative-adversarial-network image-classfication image-classification image-processing image-segmentation infrastructure kaggle machine-learning natural-language-processing python pytorch pytorch-model self-supervised-learning text-classification

Last synced: 03 Aug 2024

https://github.com/FingerRec/Self-Supervised-Temporal-Discriminative-Representation-Learning-for-Video-Action-Recognition

[Arxiv2020] The code for our paper 《Self-Supervised Temporal-Discriminative Representation Learning for Video Action Recognition》 https://arxiv.org/abs/2008.02129

representation-learning self-supervised-learning unsupervised video-action-recognition

Last synced: 02 Aug 2024

https://github.com/caojiangxia/BiGI

[WSDM 2021]Bipartite Graph Embedding via Mutual Information Maximization

bipartite-graphs deep-infomax graph-embedding graph-neural-networks recommender-system self-supervised-learning

Last synced: 02 Aug 2024

https://github.com/kabouzeid/point2vec

Self-Supervised Representation Learning on Point Clouds (GCPR 2023 | T4V Workshop @ CVPR 2023)

lightning machine-learning point-cloud pytorch self-supervised-learning transformer vision vision-transformer

Last synced: 31 Jul 2024

https://github.com/THUDM/SelfKG

Codes for WWW2022 accepted paper: SelfKG: Self-Supervised Entity Alignment in Knowledge Graphs

entity-alignment self-supervised-learning

Last synced: 01 Aug 2024

https://github.com/aptx1231/start

[ICDE2023] A PyTorch implementation of Self-supervised Trajectory Representation Learning with Temporal Regularities and Travel Semantics Framework (START).

contrastive-learning graph-attention-networks icde icde2023 representation-learning self-supervised-learning trajectory-analysis trajectory-clustering trajectory-prediction trajectory-representation trajectory-representation-learning trajectory-similarity transformer unsupervised-learning

Last synced: 02 Aug 2024