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A curated list of awesome self-supervised methods
Created 2018-02-10
188 commits to master branch, last one 7 months ago
661
5.3k
apache-2.0
66
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
Created 2019-09-30
1,245 commits to main branch, last one 9 months ago
301
1.4k
other
63
[ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning
Created 2017-05-15
10 commits to master branch, last one 6 years ago
Efficient computing methods developed by Huawei Noah's Ark Lab
Created 2019-09-04
157 commits to master branch, last one 28 days ago
31
638
unknown
19
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm
Created 2021-10-09
34 commits to main branch, last one 2 years ago
[CVPR 2021] Self-supervised depth estimation from short sequences
Created 2021-03-26
11 commits to master branch, last one 2 years ago
Paper bank for Self-Supervised Learning
Created 2020-04-14
37 commits to master branch, last one 2 years ago
71
477
apache-2.0
13
[TPAMI 2022 & CVPR2021 Oral] UP-DETR: Unsupervised Pre-training for Object Detection with Transformers
Created 2021-03-03
23 commits to master branch, last one about a year ago
30
356
apache-2.0
7
[ICCV 2023] Official implementation of "SceneRF: Self-Supervised Monocular 3D Scene Reconstruction with Radiance Fields"
Created 2022-12-02
31 commits to main branch, last one 9 months ago
Self-Supervised Learning for OOD Detection (NeurIPS 2019)
Created 2019-06-10
15 commits to master branch, last one 3 years ago
19
250
bsd-2-clause
13
Official implementation of the paper: Behind the Scenes: Density Fields for Single View Reconstruction (CVPR 2023)
Created 2023-02-27
15 commits to main branch, last one 3 months ago
[ICCV 2023] Code base for Revisiting Scene Text Recognition: A Data Perspective
Created 2022-11-07
58 commits to main branch, last one about a year ago
Pre-training Molecular Graph Representation with 3D Geometry, ICLR'22 (https://openreview.net/forum?id=xQUe1pOKPam)
Created 2021-10-06
10 commits to main branch, last one 2 years ago
16
163
apache-2.0
3
[MICCAI'23] Foundation Model for Endoscopy Video Analysis via Large-scale Self-supervised Pre-train
Created 2023-06-05
30 commits to main branch, last one 8 months ago
[ECCV'20] Patch-match and Plane-regularization for Unsupervised Indoor Depth Estimation
Created 2020-07-15
10 commits to master branch, last one 2 years ago
[ICCV 2021] Excavating the Potential Capacity of Self-Supervised Monocular Depth Estimation
Created 2021-08-24
4 commits to main branch, last one 3 years ago
14
122
mit
2
Self-Supervised Image Denoising via Iterative Data Refinement (CVPR2022)
Created 2021-08-19
17 commits to main branch, last one about a year ago
21
113
unknown
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[BMVC 2021] ''Self-Supervised Monocular Depth Estimation with Internal Feature Fusion''
Created 2021-10-16
80 commits to main branch, last one 2 years ago
5
109
other
5
Source code for the ICCV 2023 paper: Robust Monocular Depth Estimation under Challenging Conditions
Created 2023-07-23
25 commits to main branch, last one about a year ago
Official PyTorch implementation of "AP-BSN: Self-Supervised Denoising for Real-World Images via Asymmetric PD and Blind-Spot Network" in CVPR 2022.
Created 2022-02-10
9 commits to master branch, last one 2 years ago
[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.
Created 2021-12-19
5 commits to main branch, last one 4 months ago
[WACV 2023] Self-Supervised Monocular Depth Estimation: Solving the Edge-Fattening Problem
Created 2022-06-10
15 commits to master branch, last one about a year ago
14
74
bsd-3-clause
5
Self-supervised models for encoding protein localization patterns from microscopy images
Created 2021-04-27
88 commits to main branch, last one 2 months ago
Code for EMNLP 2021 paper "Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization"
Created 2021-08-30
3 commits to main branch, last one 2 years ago
8
72
unknown
3
Implementation of CVPR'22 paper "Unifying Motion Deblurring and Frame Interpolation with Events"
Created 2022-03-17
58 commits to main branch, last one about a year ago
Code for paper "Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery", Ren et al., CVPR'18
Created 2018-06-03
30 commits to master branch, last one 3 years ago
[RA-L & IROS'22] Self-Supervised Scene Flow Estimation with 4-D Automotive Radar
Created 2022-02-22
27 commits to master branch, last one about a year ago
8
59
apache-2.0
5
Collections of self-supervised methods, based on cvpods.
Created 2020-12-07
43 commits to master branch, last one 3 years ago
Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks
Created 2020-07-08
3 commits to master branch, last one 4 years ago