Supervision for Learning

Noisy-supervised learning (Noisy-SL)

Based on

• https://github.com/weijiaheng/Advances-in-Label-Noise-Learning

• https://github.com/subeeshvasu/Awesome-Learning-with-Label-Noise

• https://github.com/songhwanjun/Awesome-Noisy-Labels

• https://github.com/gorkemalgan/deep_learning_with_noisy_labels_literature 

Semi-supervised learning (Semi-SL)

Based on the following

• https://github.com/yassouali/awesome-semi-supervised-learning/tree/master

• https://github.com/HiLab-git/SSL4MIS/tree/master

• https://github.com/BBBBchan/Awesome-Semi-Supervised-Semantic-Segmentation 

• https://github.com/microsoft/Semi-supervised-learning?tab=readme-ov-file 

• https://github.com/RabbitBoss/Awesome-Realistic-Semi-Supervised-Learning 

• https://twitter.com/MLRepositories 

Self-supervised learning (Self-SL)

Based on the following:

https://github.com/jason718/awesome-self-supervised-learning

https://github.com/Allen123321/Self-Supervised_Learning_Papers-Code

https://github.com/dev-sungman/Awesome-Self-Supervised-Papers 

https://github.com/wvangansbeke/Self-Supervised-Learning-Overview 

https://github.com/ys-zong/awesome-self-supervised-multimodal-learning

https://github.com/wwweiwei/awesome-self-supervised-learning-for-tabular-data 

Zero-shot Learning (Zero-SL)

Based on the following:

• https://github.com/WilliamYi96/Awesome-Zero-Shot-Learning

• https://github.com/uqzhichen/Awesome-compositional-zero-shot-learning

• https://github.com/mboboGO/Awesome-Zero-Shot-Learning

• https://github.com/sbharadwajj/awesome-zero-shot-learning

• https://github.com/WilliamYi96/awesome-continual-zero-shot-learning

• https://github.com/witnessai/Awesome-Zero-Shot-Object-Detection 

• https://github.com/KennithLi/Awesome-Zero-Shot-Object-Detection 

• https://github.com/FeiElysia/awesome-zero-shot-captioning 

Few-shot learning

Based on the following:

• https://github.com/indussky8/awesome-few-shot-learning

• https://github.com/Duan-JM/awesome-papers-fewshot

• https://github.com/Bryce1010/Awesome-Few-shot

• https://github.com/CSer-Tang-hao/Awesome-Fine-Grained-Few-Shot-Learning 

• https://github.com/kobeshegu/awesome-few-shot-generation

• https://github.com/zhoudw-zdw/Awesome-Few-Shot-Class-Incremental-Learning

• https://github.com/bcmi/Awesome-Few-Shot-Image-Generation

• https://github.com/lxn96/awesome-few-shot-object-detection

• https://github.com/WingkeungM/Awesome-Few-Shot-Semantic-Segmentation