Popular GitHub Repositories for Self Supervised

A curated list of awesome self-supervised methods

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

Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm

Paper bank for Self-Supervised Learning

[TPAMI 2022 & CVPR2021 Oral] UP-DETR: Unsupervised Pre-training for Object Detection with Transformers

PyTorch implementation of the CortexNet predictive model

[ICCV 2023] Official implementation of "SceneRF: Self-Supervised Monocular 3D Scene Reconstruction with Radiance Fields"

LightlyTrain是首个用于工业应用的PyTorch框架，能够在未标记数据上预训练计算机视觉模型。

Pre-training Molecular Graph Representation with 3D Geometry, ICLR'22 (https://openreview.net/forum?id=xQUe1pOKPam)

[MICCAI'23] Foundation Model for Endoscopy Video Analysis via Large-scale Self-supervised Pre-train

Code for our CVPR 2019 work.

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

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

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

[RA-L & IROS'22] Self-Supervised Scene Flow Estimation with 4-D Automotive Radar

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

[ECCV 2024] This is the official code for the paper "Fast Context-Based Low-Light Image Enhancement via Neural Implicit Representations"

Wav2vec 2.0 Self-Supervised Pretraining

Awesome-Representation-Learning-CV-PaperAndCodes, lasted development in the representation learning area.

[ACL-IJCNLP 2021] Self-Supervised Multimodal Opinion Summarization