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Projects in Awesome Lists tagged with self-supervised-learning

A curated list of projects in awesome lists tagged with self-supervised-learning .

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: 12 May 2025

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: 24 Mar 2025

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: 12 May 2025

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: 09 Apr 2025

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: 17 Jan 2025

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: 14 May 2025

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: 15 May 2025

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: 16 Mar 2025

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: 14 May 2025

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: 08 Apr 2025

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: 14 May 2025

https://github.com/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

Last synced: 16 May 2025

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: 20 Mar 2025

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: 16 Mar 2025

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: 16 May 2025

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: 08 May 2025

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: 12 Apr 2025

https://github.com/mrgiovanni/modelsgenesis

[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis

3d-model fine-tuning foundation-models pre-trained-model representation-learning self-supervised-learning transfer-learning

Last synced: 15 May 2025

https://github.com/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

Last synced: 09 May 2025

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: 02 Apr 2025

https://github.com/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

Last synced: 20 Feb 2025

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: 04 Apr 2025

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: 27 Mar 2025

https://github.com/mkocabas/epipolarpose

Self-Supervised Learning of 3D Human Pose using Multi-view Geometry (CVPR2019)

3d-pose-estimation computer-vision cvpr cvpr-2019 cvpr19 cvpr2019 human-pose-estimation machine-learning pytorch self-supervised-learning

Last synced: 05 Apr 2025

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: 08 May 2025

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: 05 Apr 2025

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: 04 Apr 2025

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: 07 May 2025

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: 04 Apr 2025

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: 08 May 2025

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: 28 Nov 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: 08 May 2025

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: 05 Apr 2025

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

PyTorch implementation of Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning

byol deep-learning pytorch representation-learning self-supervised-learning simclr unsupervised-learning

Last synced: 05 Apr 2025

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: 28 Nov 2024

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

Voice Conversion With Just Nearest Neighbors

any-to-any knn pytorch self-supervised-learning speech speech-synthesis voice-conversion

Last synced: 05 Apr 2025

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: 28 Nov 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: 08 May 2025

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: 04 Mar 2025

https://github.com/paddlepaddle/paddlefleetx

飞桨大模型开发套件,提供大语言模型、跨模态大模型、生物计算大模型等领域的全流程开发工具链。

benchmark cloud data-parallelism distributed-algorithm elastic fleet-api large-scale lightning model-parallelism paddlecloud paddlepaddle pipeline-parallelism pretraining self-supervised-learning unsupervised-learning

Last synced: 13 Apr 2025

https://github.com/jiawangbian/sc_depth_pl

SC-Depth (V1, V2, and V3) for Unsupervised Monocular Depth Estimation Webpage:https://jiawangbian.github.io/sc_depth_pl/

computer-vision deep-learning depth-estimation pose-estimation self-supervised-learning

Last synced: 05 Apr 2025

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

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

point-cloud self-supervised-learning

Last synced: 20 Mar 2025

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

Soft speech units for voice conversion

self-supervised-learning speech-synthesis voice-conversion

Last synced: 05 Apr 2025

https://github.com/microsoft/esvit

EsViT: Efficient self-supervised Vision Transformers

self-supervised-learning vision-transformers

Last synced: 05 Apr 2025

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: 08 Apr 2025

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: 22 Nov 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: 30 Mar 2025

https://github.com/dmitryryumin/cvpr-2023-24-papers

CVPR 2023-2024 Papers: Dive into advanced research presented at the leading computer vision conference. Keep up to date with the latest developments in computer vision and deep learning. Code included. ⭐ support visual intelligence development!

action-recognition autonomous-driving biometrics computer-vision cvpr cvpr2023 cvpr2024 datasets deep-learning face-recognition gesture-recognition image-synthesis medical-image-processing multi-modal-learning pattern-recognition scene-analysis segmentation self-supervised-learning shape-analysis video-synthesis

Last synced: 05 Apr 2025

https://github.com/amanchadha/iseebetter

iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks | Python3 | PyTorch | GANs | CNNs | ResNets | RNNs | Published in Springer Journal of Computational Visual Media, September 2020, Tsinghua University Press

cnn convolutional-neural-network convolutional-neural-networks gan gans generative-adversarial-network psnr pytorch recurrent-neural-networks residual-networks resnet resnets rnn self-supervised-learning srgan ssim super-resolution unsupervised-learning video-processing video-super-resolution

Last synced: 16 May 2025

https://github.com/paddlepaddle/paddlescience

PaddleScience is SDK and library for developing AI-driven scientific computing applications based on PaddlePaddle.

ai4science deep-learning machine-learning operator-learning paddlepaddle self-supervised-learning supervised-learning

Last synced: 14 May 2025

https://github.com/spijkervet/clmr

Official PyTorch implementation of Contrastive Learning of Musical Representations

contrastive-learning music-classification music-information-retrieval self-supervised-learning

Last synced: 05 Apr 2025

https://github.com/NVlabs/FreeSOLO

FreeSOLO for unsupervised instance segmentation, CVPR 2022

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

Last synced: 08 May 2025

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: 09 May 2025

https://github.com/xyupeng/ContrastiveCrop

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

contrastive-learning pytorch self-supervised-learning

Last synced: 08 May 2025

https://github.com/xyupeng/contrastivecrop

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

contrastive-learning pytorch self-supervised-learning

Last synced: 10 Apr 2025

https://github.com/paddlepaddle/passl

PASSL包含 SimCLR,MoCo v1/v2,BYOL,CLIP,PixPro,simsiam, SwAV, BEiT,MAE 等图像自监督算法以及 Vision Transformer,DEiT,Swin Transformer,CvT,T2T-ViT,MLP-Mixer,XCiT,ConvNeXt,PVTv2 等基础视觉算法

beit clip convnext cvt deep-learning deit mae moco moco-v2 paddle pixpro pvt self-supervised-learning simclr swav swin-transformer vision-transformer vit xcit

Last synced: 04 Apr 2025

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: 07 Apr 2025

https://github.com/hendrycks/ss-ood

Self-Supervised Learning for OOD Detection (NeurIPS 2019)

ml-safety out-of-distribution-detection robustness self-supervised self-supervised-learning uncertainty

Last synced: 13 Apr 2025

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: 06 Apr 2025

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: 20 Mar 2025

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: 28 Nov 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: 29 Apr 2025

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: 26 Mar 2025

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: 09 Apr 2025

https://github.com/vt-vl-lab/df-net

[ECCV 2018] DF-Net: Unsupervised Joint Learning of Depth and Flow using Cross-Task Consistency

depth optical-flow self-supervised-learning

Last synced: 20 Dec 2024

https://github.com/andrewatanov/simclr-pytorch

PyTorch implementation of SimCLR: supports multi-GPU training and closely reproduces results

contrastive-learning deep-learning pytorch pytorch-implementation representation-learning self-supervised-learning

Last synced: 09 Apr 2025