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Top 7 self-supervised open source projects

Awesome Self Supervised Learning

A curated list of awesome self-supervised methods

✭ 4,492

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

Indoor-SfMLearner

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

✭ 115

python C++shell pytorch unsupervised-learning nyuv2 indoor pose-estimation depth-estimation self-supervised scannet eccv2020 extract-superpixel

game-feature-learning

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

✭ 68

python matlab C++computer-vision deep-learning representation-learning domain-adaptation synthetic-data self-supervised

Speckle2Void: Deep Self-Supervised SAR Despeckling with Blind-Spot Convolutional Neural Networks

✭ 31

Jupyter Notebook python matlab remote-sensing sar synthetic-aperture-radar denoising self-supervised despeckling

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

✭ 58

Cuda lua c CMake shell machine-learning deep-learning computer-graphics torch shape-analysis self-supervised geometric-deep-learning shape-alignment shape-matching

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

✭ 105

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

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

✭ 62

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

1-7 of 7 self-supervised projects