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
6322
timeseriesAI / tsai
Time series Timeseries Deep Learning Machine Learning Python 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 5790
OpenGVLab / InternVideo
[ECCV2024] Video Foundation Models & Data for Multimodal Understanding
foundation-models video-understanding vision-transformer action-recognition masked-autoencoder multimodal open-set-recognition spatio-temporal-action-localization temporal-action-localization video-question-answering video-retrieval zero-shot-classification zero-shot-retrieval benchmark contrastive-learning self-supervised instruction-tuning video-data video-dataset video-clip
Language:Python 2048
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 1451
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 1293
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 666
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 649
dev-sungman / Awesome-Self-Supervised-Papers
Paper bank for Self-Supervised Learning
self-supervised-learning cvpr2020 self-supervised sota awesome
581
dddzg / up-detr
[TPAMI 2022 & CVPR2021 Oral] UP-DETR: Unsupervised Pre-training for Object Detection with Transformers
coco transformers detection detr cvpr2021 cvpr self-supervised tpami
Language:Python 487
Atcold / pytorch-CortexNet
PyTorch implementation of the CortexNet predictive model
pytorch video deep-learning predictive-modeling self-supervised unsupervised-learning
Language:Jupyter Notebook 366
astra-vision / SceneRF
[ICCV 2023] Official implementation of "SceneRF: Self-Supervised Monocular 3D Scene Reconstruction with Radiance Fields"
3d-reconstruction deep-learning depth-estimation nerf neural-radiance-fields pytorch pytorch-lightning scene-reconstruction self-supervised self-supervised-learning single-image-reconstruction
Language:Python 365
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 267
Brummi / BehindTheScenes
Official implementation of the paper: Behind the Scenes: Density Fields for Single View Reconstruction (CVPR 2023)
3d-reconstruction depth-estimation depth-prediction kitti kitti-360 kitti-dataset nerf self-supervised self-supervised-learning cvpr cvpr2023
Language:Python 266
med-air / Endo-FM
[MICCAI'23] Foundation Model for Endoscopy Video Analysis via Large-scale Self-supervised Pre-train
foundation-model miccai2023 self-supervised endoscopy video large-scale pre-train
Language:Python 197
chao1224 / GraphMVP
Pre-training Molecular Graph Representation with 3D Geometry, ICLR'22 (https://openreview.net/forum?id=xQUe1pOKPam)
contrastive-learning generative-model geometry graph molecule pretraining self-supervised self-supervised-learning
Language:Python 189
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 186
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 154
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 154
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 129
zhangyi-3 / IDR
Self-Supervised Image Denoising via Iterative Data Refinement (CVPR2022)
deep-learning denoising self-supervised
Language:Python 128
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 123
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 116
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 116
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 112
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
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 88
xingyuuchen / tri-depth
[WACV 2023] Self-Supervised Monocular Depth Estimation: Solving the Edge-Fattening Problem
depth-estimation self-supervised-learning monocular-depth computer-vision pytorch kitti self-supervised
Language:Python 84
royerlab / cytoself
Self-supervised models for encoding protein localization patterns from microscopy images
deep-learning protein imaging autoencoder fluorescence pytorch self-supervised self-supervised-learning tensorflow opencell microscopy
Language:Python 76
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 73
XiangZ-0 / EVDI
Implementation of CVPR'22 paper "Unifying Motion Deblurring and Frame Interpolation with Events"
cvpr2022 deblurring event-camera interpolation self-supervised
Language:Python 73
ctom2 / colie
[ECCV 2024] This is the official code for the paper "Fast Context-Based Low-Light Image Enhancement via Neural Implicit Representations"
computer-vision image-enhancement low-light-image-enhancement neural-implicit-representations self-supervised zero-shot
Language:Jupyter Notebook 72
Toytiny / RaFlow
[RA-L & IROS'22] Self-Supervised Scene Flow Estimation with 4-D Automotive Radar
automotive-radar autonomous-driving deep-learning point-cloud pytorch scene-flow-estimation self-supervised
Language:Python 66
jason718 / game-feature-learning
Code for paper "Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery", Ren et al., CVPR'18
computer-vision deep-learning domain-adaptation representation-learning self-supervised synthetic-data
Language:Python 65
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 62
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 58