self-supervised

There are 10 repositories under self-supervised topic.

jason718 / awesome-self-supervised-learning
A curated list of awesome self-supervised methods
computer-vision deep-learning machine-learning natural-language-processing reinforcement-learning robotics self-supervised
5976
timeseriesAI / tsai
Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai
time-series-classification deep-learning fastai pytorch timeseries time-series sequential time-series-analysis transformer cnn rnn state-of-the-art self-supervised classification regression forecasting inceptiontime rocket machine-learning python
Language:Jupyter Notebook 4654
pathak22 / noreward-rl
[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning
curiosity deep-learning deep-neural-networks deep-reinforcement-learning doom exploration mario openai-gym rl self-supervised tensorflow
Language:Python 1400
huawei-noah / Efficient-Computing
Efficient computing methods developed by Huawei Noah's Ark Lab
knowledge-distillation model-compression binary-neural-networks pruning quantization self-supervised
Language:Jupyter Notebook 1106
OpenGVLab / InternVideo
Video Foundation Models & Data for Multimodal Understanding
action-recognition benchmark contrastive-learning foundation-models instruction-tuning masked-autoencoder multimodal open-set-recognition self-supervised spatio-temporal-action-localization temporal-action-localization video-clip video-data video-dataset video-question-answering video-retrieval video-understanding vision-transformer zero-shot-classification zero-shot-retrieval
Language:Python 896
Sense-GVT / DeCLIP
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm
big-model clip image-text multi-model self-supervised vision-language-pretraining zero-shot
Language:Python 602
manydepth
nianticlabs / manydepth
[CVPR 2021] Self-supervised depth estimation from short sequences
kitti cityscapes depths monodepth depth-estimation pytorch cvpr2021 cvpr self-supervised-learning self-supervised cost-volumes estimating-depths
Language:Python 592
dev-sungman / Awesome-Self-Supervised-Papers
Paper bank for Self-Supervised Learning
awesome cvpr2020 self-supervised self-supervised-learning sota
576
dddzg / up-detr
[TPAMI 2022 & CVPR2021 Oral] UP-DETR: Unsupervised Pre-training for Object Detection with Transformers
coco cvpr cvpr2021 detection detr self-supervised tpami transformers
Language:Python 473
Atcold / pytorch-CortexNet
PyTorch implementation of the CortexNet predictive model
pytorch video deep-learning predictive-modeling self-supervised unsupervised-learning
Language:Jupyter Notebook 361
astra-vision / SceneRF
[ICCV 2023] Official implementation of "SceneRF: Self-Supervised Monocular 3D Scene Reconstruction with Radiance Fields"
deep-learning nerf neural-radiance-fields pytorch pytorch-lightning scene-reconstruction single-image-reconstruction depth-estimation self-supervised-learning 3d-reconstruction self-supervised
Language:Python 327
hendrycks / ss-ood
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
robustness out-of-distribution-detection uncertainty self-supervised-learning self-supervised ml-safety
Language:Python 263
Brummi / BehindTheScenes
Official implementation of the paper: Behind the Scenes: Density Fields for Single View Reconstruction (CVPR 2023)
3d-reconstruction cvpr cvpr2023 depth-estimation depth-prediction kitti kitti-360 kitti-dataset nerf self-supervised self-supervised-learning
Language:Python 226
svip-lab / Indoor-SfMLearner
[ECCV'20] Patch-match and Plane-regularization for Unsupervised Indoor Depth Estimation
pytorch eccv2020 unsupervised-learning indoor depth-estimation nyuv2 extract-superpixel scannet pose-estimation self-supervised
Language:Python 148
chao1224 / GraphMVP
Pre-training Molecular Graph Representation with 3D Geometry, ICLR'22 (https://openreview.net/forum?id=xQUe1pOKPam)
contrastive-learning generative-model geometry graph pretraining molecule self-supervised self-supervised-learning
Language:Python 144
XiaohangZhan / conditional-motion-propagation
Code for our CVPR 2019 work.
deep-learning interactive-annotation motion-prediction representation-learning self-supervised self-supervised-learning unsupervised-learning video-generation
Language:Python 137
Mountchicken / Union14M
[ICCV 2023] Code base for Revisiting Scene Text Recognition: A Data Perspective
dataset mae mmocr scene-text-recognition self-supervised union14m
Language:Python 136
med-air / Endo-FM
[MICCAI'23] Foundation Model for Endoscopy Video Analysis via Large-scale Self-supervised Pre-train
endoscopy foundation-model large-scale miccai2023 pre-train self-supervised video
Language:Python 129
prstrive / EPCDepth
[ICCV 2021] Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation
monocular-depth-estimation monocular depth-estimation self-supervised unsupervised stereo data-augmentation deep-learning monodepth
Language:Python 125
pathak22 / exploration-by-disagreement
[ICML 2019] TensorFlow Code for Self-Supervised Exploration via Disagreement
deep-reinforcement-learning deep-learning curiosity rl exploration artificial-intelligence artificial-curiosity self-supervised tensorflow
Language:Python 121
brandleyzhou / DIFFNet
[BMVC 2021] ''Self-Supervised Monocular Depth Estimation with Internal Feature Fusion''
self-supervised monocular-depth-estimation representation-learning bmvc cityscapes kitti
Language:Python 109
zhangyi-3 / IDR
Self-Supervised Image Denoising via Iterative Data Refinement (CVPR2022)
deep-learning denoising self-supervised
Language:Python 109
md4all / md4all
Source code for the ICCV 2023 paper: Robust Monocular Depth Estimation under Challenging Conditions
adverse-weather-condition depth-estimation monocular-depth-estimation self-supervised
Language:Python 92
akwasigroch / Pretext-Invariant-Representations
Implementation of the paper Self-Supervised Learning of Pretext-Invariant Representations
machine-learning deep-learning self-supervised-learning self-supervised computer-vision
Language:Python 89
wooseoklee4 / AP-BSN
Official PyTorch implementation of "AP-BSN: Self-Supervised Denoising for Real-World Images via Asymmetric PD and Blind-Spot Network" in CVPR 2022.
cvpr2022 denoising self-supervised
Language:Python 84
KleinYuan / LiCaS3
[T-RO 2022] Official Implementation for "LiCaS3: A Simple LiDAR–Camera Self-Supervised Synchronization Method," in IEEE Transactions on Robotics, doi: 10.1109/TRO.2022.3167455.
kitti lidar lidar-camera-calibration lidar-camera-fusion monocular-depth-estimation self-supervised self-supervised-learning ssim-loss lidar-camera-synchronization newer-college autonomous-driving kalibr ptp
Language:Python 80
Junpliu / ConDigSum
Code for EMNLP 2021 paper "Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization"
dialogue summarization contrastive-learning topic self-supervised bart coherence sub-summary
Language:Python 72
royerlab / cytoself
Self-supervised models for encoding protein localization patterns from microscopy images
autoencoder deep-learning fluorescence imaging microscopy opencell protein pytorch self-supervised self-supervised-learning tensorflow
Language:Python 69
xingyuuchen / tri-depth
[WACV 2023] Self-Supervised Monocular Depth Estimation: Solving the Edge-Fattening Problem
computer-vision depth-estimation kitti monocular-depth pytorch self-supervised self-supervised-learning
Language:Python 69
jason718 / game-feature-learning
Code for paper "Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery", Ren et al., CVPR'18
self-supervised representation-learning synthetic-data domain-adaptation deep-learning computer-vision
Language:Python 66
ranahanocka / ALIGNet
code to train a neural network to align pairs of shapes without needing ground truth warps for supervision
deep-learning shape-analysis torch computer-graphics machine-learning geometric-deep-learning shape-matching shape-alignment self-supervised
Language:Cuda 63
hirokiyokoyama / tracking_via_colorizing
Tensorflow implementation of CNN described in https://arxiv.org/abs/1806.09594
colorization convolutional-neural-network self-supervised tensorflow tracking
Language:Python 60
V2AI / SelfSup
Collections of self-supervised methods, based on cvpods.
moco-v2 simclr byol simsiam swav eqco self-supervised simo cvpods barlow-twins point-contrast scrl imagenet cifar-10 contrastive-learning det-con classification selfsup
Language:Python 59
Toytiny / RaFlow
Self-Supervised Scene Flow Estimation with 4-D Automotive Radar (RA-L & IROS'22)
automotive-radar autonomous-driving deep-learning point-cloud pytorch scene-flow-estimation self-supervised
Language:Python 50
diegovalsesia / speckle2void
Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks
denoising despeckling remote-sensing sar self-supervised synthetic-aperture-radar
Language:Jupyter Notebook 48
zzz1515151 / self-supervised_learning_sketch
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"
self-supervised-learning self-supervised deep-learning representation-learning free-hand-sketch sketch-recognition sketch-retrieval sketch-classificaton temporal-convolutional-network temporal-convolutions rotnet
Language:Python 45