Awesome Semi-Supervised Segmentation

A curated list of awesome Semi-Supervised Segmentation. A topical extension of awesome-semi-supervised-learning for segmentation.

Surveys & Overview

Date	The First and Last Authors	Title	Code	Reference
2023-02	Adrian Peláez-Vegas and Julián Luengo	A Survey on Semi-Supervised Semantic Segmentation	N/A	arXiv'2023

Papers (with code)

Date	Title	Abbreviation	Code	Reference
2023-11	SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance	SemiVL	Code	arXiv'2023
2023-10	Switching Temporary Teachers for Semi-Supervised Semantic Segmentation	Dual Teacher	Code	NIPS'2023
2023-06	CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation	CorrMatch	Code	arXiv'2023
2022-10	Fuzzy Positive Learning for Semi-Supervised Semantic Segmentation	FPL	Code	CVPR'2023
2022-10	Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization	-	Code	NIPS'2022
2022-08	Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation	UniMatch	Code	CVPR'2023
2022-03	Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels	U2PL	Code	CVPR'2022
2021-06	Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision	CPS	Code	CVPR'2021
2020-08	Guided Collaborative Training for Pixel-wise Semi-Supervised Learning	GCT	Code	ECCV'2020
2020-07	ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning	ClassMix	Code	WACV'2021
2020-03	Semi-Supervised Semantic Segmentation With Cross-Consistency Training	CCT	Code	CVPR'2020
2020-01	FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence	FixMatch	Code	NIPS'2020
2019-08	Semi-Supervised Semantic Segmentation with High- and Low-level Consistency	s4GAN	Code	TPAMI'2019
2018-11	ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation	AdvEnt	Code	CVPR'2019
2018-02	Adversarial learning for semi-supervised semantic segmentation	AdvSemSeg	Code	arXiv'2018
2017-10	Semi Supervised Semantic Segmentation Using Generative Adversarial Network	-	Code*	ICCV'2017

*: Unofficial Implementation

Contributing

If you find any errors, or you wish to add some papers, please feel free to contribute to this list by contacting me or by creating a pull request using the above format.

Related Links

• awesome-semi-supervised-learning
• Semi-supervised-learning-for-medical-image-segmentation
• Awesome-Semi-Supervised-Semantic-Segmentation