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jason718 / awesome-self-supervised-learning

A curated list of awesome self-supervised methods

machine-learning natural-language-processing reinforcement-learning computer-vision deep-learning robotics self-supervised

Updated Jun 10, 2022

timeseriesAI / tsai

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Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

Updated Jul 6, 2022
Jupyter Notebook

pathak22 / noreward-rl

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[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

mario deep-neural-networks deep-learning tensorflow deep-reinforcement-learning openai-gym doom exploration rl curiosity self-supervised

Updated Jul 5, 2022
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 Sep 26, 2021

dddzg / up-detr

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[CVPR2021 Oral] UP-DETR: Unsupervised Pre-training for Object Detection with Transformers

detection transformers coco cvpr self-supervised detr cvpr2021

Updated Jul 30, 2021
Python

nianticlabs / manydepth

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

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

Updated Jan 11, 2022
Python

Atcold / pytorch-CortexNet

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PyTorch implementation of the CortexNet predictive model

video deep-learning pytorch predictive-modeling unsupervised-learning self-supervised

Updated Nov 28, 2018
Jupyter Notebook

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 ml-safety

Updated Apr 29, 2021
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

svip-lab / Indoor-SfMLearner

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[ECCV'20] Patch-match and Plane-regularization for Unsupervised Indoor Depth Estimation

pytorch unsupervised-learning nyuv2 indoor pose-estimation depth-estimation self-supervised scannet eccv2020 extract-superpixel

Updated Jul 22, 2020
Python

pathak22 / exploration-by-disagreement

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[ICML 2019] TensorFlow Code for Self-Supervised Exploration via Disagreement

deep-learning tensorflow deep-reinforcement-learning artificial-intelligence exploration rl curiosity self-supervised artificial-curiosity

Updated Jun 11, 2019
Python

prstrive / EPCDepth

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[ICCV 2021] Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation

deep-learning unsupervised stereo data-augmentation depth-estimation monodepth self-supervised monocular monocular-depth-estimation

Updated Oct 17, 2021
Python

akwasigroch / Pretext-Invariant-Representations

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Implementation of the paper Self-Supervised Learning of Pretext-Invariant Representations

machine-learning computer-vision deep-learning self-supervised self-supervised-learning

Updated Sep 9, 2020
Python

jason718 / game-feature-learning

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Code for paper "Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery", Ren et al., CVPR'18

computer-vision deep-learning representation-learning domain-adaptation synthetic-data self-supervised

Updated Jul 14, 2021
Python

brandleyzhou / DIFFNet

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[BMVC 2021] ''Self-Supervised Monocular Depth Estimation with Internal Feature Fusion''

representation-learning cityscapes kitti self-supervised monocular-depth-estimation bmvc

Updated May 19, 2022
Python

hirokiyokoyama / tracking_via_colorizing

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Tensorflow implementation of CNN described in https://arxiv.org/abs/1806.09594

tracking tensorflow convolutional-neural-network colorization self-supervised

Updated Aug 25, 2020
Python

ranahanocka / ALIGNet

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code to train a neural network to align pairs of shapes without needing ground truth warps for supervision

machine-learning deep-learning computer-graphics torch shape-analysis self-supervised geometric-deep-learning shape-alignment shape-matching

Updated Jul 21, 2019
Cuda

poodarchu / SelfSup

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Collections of self-supervised methods, based on cvpods.

classification imagenet simo self-supervised cifar-10 byol simclr contrastive-learning simsiam moco-v2 swav barlow-twins eqco cvpods point-contrast scrl det-con selfsup

Updated Aug 21, 2021
Python

zhangyi-3 / IDR

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Self-Supervised Image Denoising via Iterative Data Refinement (CVPR2022)

deep-learning denoising self-supervised

Updated Jun 25, 2022
Python

Junpliu / ConDigSum

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Code for EMNLP 2021 paper "Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization"

topic dialogue bart summarization coherence self-supervised contrastive-learning sub-summary

Updated Mar 16, 2022
Python

zzz1515151 / self-supervised_learning_sketch

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self-supervised learning, deep learning, representation learning, RotNet, temporal convolutional network(TCN), deformation transformation, sketch pre-train, sketch classification, sketch retrieval, free-hand sketch, official code of paper "Deep Self-Supervised Representation Learning for Free-Hand Sketch"