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self-supervised-learning

Here are 94 public repositories matching this topic...

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 Jun 19, 2020
Python

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

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 Jun 18, 2020
Python

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 19, 2020
Python

zhirongw / lemniscate.pytorch

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Open

Suggestion: Rename test.py to avoid shadowing trap

SaschaHornauer commented Feb 21, 2020

Python has a test package which can shadow the import of the test.py module, leading to an ImportError when importing NN or kNN.

https://docs.python.org/2.7/library/test.html?highlight=test#module-test
https://docs.python.org/3.5/library/test.html

I suggest to rename it to test_embedding.py or something like that.

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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

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 May 15, 2020
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 May 31, 2020
Jupyter Notebook

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 Jun 19, 2020
MATLAB

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

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 11, 2020
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

vt-vl-lab / DF-Net

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

depth optical-flow self-supervised-learning

Updated Sep 11, 2018
Python

wvangansbeke / Unsupervised-Classification

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Learning To Classify Images Without Labels

clustering image-classification unsupervised-learning self-supervised-learning

Updated May 27, 2020

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 3, 2020
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 May 10, 2020
Python

hendrycks / ss-ood

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Self-Supervised Learning for OOD Detection (NeurIPS 2019)

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

Updated Apr 22, 2020
Python

jyhjinghwang / SegSort

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SegSort: Segmentation by Discriminative Sorting of Segments

computer-vision deep-learning metric-learning semantic-segmentation self-supervised-learning

Updated May 30, 2020
Python

XiaohangZhan / conditional-motion-propagation

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Code for our CVPR 2019 work.

deep-learning representation-learning unsupervised-learning self-supervised video-generation self-supervised-learning motion-prediction interactive-annotation

Updated Jul 19, 2019
Python

iamyuanchung / Autoregressive-Predictive-Coding

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

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

Updated Jan 29, 2020
Python

bl0 / moco

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Unofficial implementation with pytorch DistributedDataParallel for "MoCo: Momentum Contrast for Unsupervised Visual Representation Learning"

pytorch imagenet unsupervised-learning resnet-50 moco self-supervised-learning momentum-contrast contrast-learning

Updated Mar 25, 2020
Python

andi611 / Self-Supervised-Speech-Pretraining-and-Representation-Learning

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Official implementation of the S3PRL toolkit: self-supervised pre-training of Mockingjay, TERA, AALBERT, APC, and more to come. With easy-to-use standard downstream evaluation scripts including phone classification, speaker recognition, and ASR. (All in Pytorch)

pytorch speech-recognition kaldi representation-learning tera speaker-recognition albert bert asr apc timit mockingjay librispeech self-supervised-learning speech-representation phone-classification speech-pretraining pytorch-kaldi aalbert

Updated Jun 18, 2020
Python

Sungman-Cho / Awesome-Self-Supervised-Papers

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Paper bank for Self-Supervised Learning

awesome sota self-supervised self-supervised-learning cvpr2020

Updated May 9, 2020

VCL3D / DeepDepthDenoising

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This repo includes the source code of the fully convolutional depth denoising model presented in https://arxiv.org/pdf/1909.01193.pdf

autoencoder rgbd rgb-d multi-view-learning self-supervised-learning realsense2 depth-denoising

Updated May 11, 2020
Python

phecy / SSL-FEW-SHOT

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SSL-FEW-SHOT

few-shot-learning self-supervised-learning

Updated Feb 11, 2020
Python

cmhungsteve / SSTDA

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[CVPR 2020] Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation (PyTorch)

video pytorch video-understanding domain-adaptation self-supervised-learning action-segmentation domain-discrepancy temporal-dynamics cvpr2020

Updated Jun 11, 2020
Python

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 Jun 18, 2020
Python

ToyotaResearchInstitute / packnet-sfm

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Code for "PackNet-SfM: 3D Packing for Self-Supervised Monocular Depth Estimation"

pose-estimation monocular-depth self-supervised-learning

Updated Mar 15, 2020

angeladai / sgnn

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[CVPR'20] SG-NN: Sparse Generative Neural Networks for Self-Supervised Scene Completion of RGB-D Scans

computer-vision deep-learning computer-graphics 3d-reconstruction self-supervised-learning

Updated Mar 13, 2020
C++

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