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self-supervised-learning

Here are 324 public repositories matching this topic...

pytorch-metric-learning

KevinMusgrave / pytorch-metric-learning

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The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

machine-learning computer-vision deep-learning pytorch metric-learning image-retrieval deep-metric-learning self-supervised-learning

Updated Jul 18, 2021
Python

google-research / simclr

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SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

computer-vision representation-learning unsupervised-learning self-supervised-learning simclr contrastive-learning simclrv2

Updated Jul 6, 2021
Jupyter Notebook

tinghuiz / SfMLearner

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

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

Updated Sep 7, 2019
Jupyter Notebook

open-mmlab / OpenSelfSup

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Self-Supervised Learning Toolbox and Benchmark

pytorch unsupervised-learning moco self-supervised-learning simclr deepcluster onlinedeepcluster

Updated Jun 11, 2021
Python

lightly-ai / lightly

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Open

Add example of using Barlow Twins

2

ramdhan1989 commented Jun 4, 2021

Hi, I think it would be better to add tutorial of using Barlow twins

thank you

Read more

good first issue type: documentation type: idea

Open

Add multi-modal loss

Open

Refactor the models to share building blocks such as projection heads and prediction heads

2

Find more good first issues →

lucidrains / byol-pytorch

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

deep-learning artificial-intelligence self-supervised-learning

Updated Jul 15, 2021
Python

divelab / DIG

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A library for graph deep learning research

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

Updated Jul 27, 2021
Python

Unsupervised-Classification

wvangansbeke / Unsupervised-Classification

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

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

Updated Jul 19, 2021
Python

s3prl

s3prl / s3prl

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Self-Supervised Speech Pre-training and Representation Learning Toolkit.

npc representation-learning tera cpc apc pase mockingjay self-supervised-learning speech-representation wav2vec speech-pretraining hubert vq-apc vq-wav2vec wav2vec2 decoar

Updated Jul 27, 2021
Python

zhirongw / lemniscate.pytorch

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Unsupervised Feature Learning via Non-parametric Instance Discrimination

computer-vision deep-learning pytorch imagenet representation-learning unsupervised-learning nce cvpr2018 self-supervised-learning

Updated Mar 25, 2021
Python

jackroos / VL-BERT

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

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

Updated Sep 23, 2020
Jupyter Notebook

mkocabas / EpipolarPose

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

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

Updated Jun 26, 2019
Jupyter Notebook

fangchangma / self-supervised-depth-completion

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ICRA 2019 "Self-supervised Sparse-to-Dense: Self-supervised Depth Completion from LiDAR and Monocular Camera"

computer-vision deep-learning pytorch lidar kitti-dataset depth-estimation depth-prediction self-supervised-learning depth-completion

Updated Apr 24, 2021
Python

YyzHarry / imbalanced-semi-self

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

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

Updated Apr 3, 2021
Python

MrGiovanni / ModelsGenesis

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Official Keras & PyTorch Implementation and Pre-trained Models for Models Genesis - MICCAI 2019

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

Updated Jul 23, 2021
Jupyter Notebook

RobotLocomotion / pytorch-dense-correspondence

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

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

Updated Oct 4, 2019
Python

dipy / dipy

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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.

python tracking machine-learning medical-imaging registration neuroimaging segmentation bundles spherical-harmonics microstructure diffusion-mri neuroanatomy tractography dti denoising self-supervised-learning tractometry dki contextual-enhancement patch2self

Updated Jul 26, 2021
Python

cvpods

Megvii-BaseDetection / cvpods

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All-in-one Toolbox for Computer Vision Research.

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

Updated May 7, 2021
Python

dev-sungman / Awesome-Self-Supervised-Papers

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Paper bank for Self-Supervised Learning

awesome sota self-supervised self-supervised-learning cvpr2020

Updated May 2, 2021

santi-pdp / pase

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Problem Agnostic Speech Encoder

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

Updated May 20, 2020
Python

yukimasano / self-label

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

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

Updated Jun 20, 2021
Python

ChandlerBang / awesome-self-supervised-gnn

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Papers about pretraining and self-supervised learning on Graph Neural Networks (GNN).

machine-learning deep-learning graph-mining graph-neural-networks self-supervised-learning pre-training pretraining

Updated Jul 24, 2021

ppliuboy / SelFlow

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SelFlow: Self-Supervised Learning of Optical Flow

deep-learning optical-flow unsupervised-learning unflow self-supervised-learning

Updated Jun 8, 2021
Python

Huangying-Zhan / DF-VO

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Depth and Flow for Visual Odometry

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

Updated Mar 14, 2021
Python

SwinTransformer / Transformer-SSL

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

transformer self-supervised-learning swin-transformer

Updated May 13, 2021
Python

PaddlePaddle / PaddleHelix

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Bio-Computing Platform Featuring Large-Scale Representation Learning and Multi-Task Deep Learning “螺旋桨”生物计算工具集

machine-learning deeplearning representation-learning ppi rna-structure-prediction dti protein-folding protein-structure-prediction biocomputing self-supervised-learning graph-networks molecule-design

Updated Jul 27, 2021
Python

hangzhaomit / Sound-of-Pixels

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Codebase for ECCV18 "The Sound of Pixels"

computer-vision self-supervised-learning sound-separation cross-modality

Updated Dec 12, 2019
Python

sthalles / PyTorch-BYOL

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

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

Updated Aug 19, 2020
Jupyter Notebook

WXinlong / DenseCL

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

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

Updated Jun 4, 2021
Python

amanchadha / iSeeBetter

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

Updated Apr 23, 2021
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