Awesome-Semi-Supervised-Semantic-Segmentation

This is a summary of recent semi-supervised semantic segmentation methods. Please feel free to contact me ([email protected]) if I miss some papers. Issues and PRs are also welcomed!

NOTE: The methods of semi-supervised medical segmentation methods are not included, you can find them here. As for general semi-supervised learning, you can refer to this repo.

2024

Title	Abbreviation	Published	Dataset	CODE	PDF
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation	UniMatch V2	Arxiv 2024	PASCAL VOC 2012, Cityscapes, MS COCO, ADE20k	Code	Paper
Masked Image Modeling Boosting Semi-Supervised Semantic Segmentation	S4MIM	Arxiv 2024	PASCAL VOC 2012, Cityscapes	Code	Paper
Exploiting Minority Pseudo-Labels for Semi-Supervised Semantic Segmentation in Autonomous Driving	-	Arxiv 2024	PASCAL VOC 2012, Cityscapes	-	Paper
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation	PrevMatch	Arxiv 2024	PASCAL VOC 2012, Cityscapes, COCO, ADE20k	Code	Paper
IPixMatch: Boost Semi-supervised Semantic Segmentation with Inter-Pixel Relation	IPixMatch	Arxiv 2024	PASCAL VOC 2012, Cityscapes	-	Paper
PRCL: Probabilistic Representation Contrastive Learning for Semi-Supervised Semantic Segmentation	PRCL	Arxiv 2024	PASCAL VOC 2012, Cityscapes	-	Paper
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation	CorrMatch	CVPR 2024	PASCAL VOC 2012, Cityscapes	Code	Paper
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation	DDFP	CVPR 2024	PASCAL VOC 2012, Cityscapes	-	Paper
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation	AllSpark	CVPR 2024	PASCAL VOC 2012, Cityscapes, MS COCO	Code	Paper
RankMatch: Exploring the Better Consistency Regularization for Semi-supervised Semantic Segmentation	RankMatch	CVPR 2024	PASCAL VOC 2012, Cityscapes	Code	Paper
Beyond Pixels: Semi-Supervised Semantic Segmentation with a Multi-scale Patch-based Multi-Label Classifier	MPMC	ECCV 2024	PASCAL VOC 2012, Cityscapes	-	Paper
Multi-Level Label Correction by Distilling Proximate Patterns for Semi-supervised Semantic Segmentation	MLLC	TMM 2024	PASCAL VOC 2012, Cityscapes	-	Paper
Class Probability Space Regularization for semi-supervised semantic segmentation	CPSR	CVIU 2024	PASCAL VOC 2012, Cityscapes	Code	Paper
Revisiting Network Perturbation for Semi-Supervised Semantic Segmentation	MLPMatch	PRCV 2024	PASCAL VOC 2012, Cityscapes	Code	Paper
Hybrid Architectures Ensemble Learning for pseudo-label refinement in semi-supervised segmentation	HAEL	INFFUS 2025	PASCAL VOC 2012, Cityscapes	-	Paper

2023

Title	Abbreviation	Published	Dataset	CODE	PDF
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation	CorrMatch	Arxiv 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
Semi-Supervised Semantic Segmentation via Marginal Contextual Information	S4MC	Arxiv 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
Semi-supervised Semantic Segmentation via Boosting Uncertainty on Unlabeled Data		Arxiv 2023	PASCAL VOC 2012, Cityscapes		Paper
Triple-View Knowledge Distillation for Semi-Supervised Semantic Segmentation	Tri-KD	Arxiv 2023	PASCAL VOC 2012, Cityscapes	-	Paper
Space Engage: Collaborative Space Supervision for Contrastive-based Semi-Supervised Semantic Segmentation	CSS	Arxiv 2023	PASCAL VOC 2012, Cityscapes	-	Paper
CAFS: Class Adaptive Framework for Semi-Supervised Semantic Segmentation	CAFS	Arxiv 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
Revisiting Image Reconstruction for Semi-supervised Semantic Segmentation	FOrec	Arxiv 2023	PASCAL VOC 2012, Cityscapes	-	Paper
Switching Temporary Teachers for Semi-Supervised Semantic Segmentation		NeurIPS 2023	PASCAL VOC 2012, Cityscapes	-	Paper
DAW: Exploring the Better Weighting Function for Semi-supervised Semantic Segmentation	DAW	NeurIPS 2023	PASCAL VOC 2012, Cityscapes	-	Paper
Improving Semi-Supervised Semantic Segmentation with Dual-Level Siamese Structure Network	DSSN	ACM MM 2023	PASCAL VOC 2012, Cityscapes	-	Paper
Semi-Supervised Semantic Segmentation With Region Relevance	RRN	ICME 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation	NP-SemiSeg	ICML 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation	iMAS	CVPR 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
Hunting Sparsity: Density-Guided Contrastive Learning for Semi-Supervised Semantic Segmentation	DGCL	CVPR 2023	PASCAL VOC 2012, Cityscapes	-	Paper
Fuzzy Positive Learning for Semi-supervised Semantic Segmentation	FPL	CVPR 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation	UniMatch	CVPR 2023	PASCAL VOC 2012, Cityscapes, MS COCO	Code	Paper
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation	AugSeg	CVPR 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
Conflict-Based Cross-View Consistency for Semi-Supervised Semantic Segmentation	CCVC	CVPR 2023	PASCAL VOC 2012, Cityscapes	Code	Paper
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation	CPCL	TIP 2023	PASCAL VOC 2012, Cityscapes	-	Paper
Querying Labeled for Unlabeled: Cross-Image Semantic Consistency Guided Semi-Supervised Semantic Segmentation	CISC-R	TPAMI 2023	PASCAL VOC 2012, Cityscapes, MS COCO	Code	Paper

2022

Title	Abbreviation	Published	Dataset	CODE	PDF
Transformer-CNN Cohort: Semi-supervised Semantic Segmentation by the Best of Both Students	TCC	Arxiv 2022	PASCAL VOC 2012, Cityscapes	-	Paper
Multi-View Correlation Consistency for Semi-Supervised Semantic Segmentation	MVCC	Arxiv 2022	PASCAL VOC 2012, Cityscapes	-	Paper
Pseudo-Label Noise Suppression Techniques for Semi-Supervised Semantic Segmentation	-	BMVC 2022	PASCAL VOC 2012, Cityscapes, Mapillary	Code	Paper
Semantic Segmentation with Active Semi-Supervised Representation Learning	-	BMVC 2022	Cityscapes, CamVid	-	Paper
Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization	PCR	NeurIPS 2022	PASCAL VOC 2012, Cityscapes	Code	Paper
Learning from Future: A Novel Self-Training Framework for Semantic Segmentation	FST	NeurIPS 2022	PASCAL VOC 2012	Code	Paper
Semi-Supervised Semantic Segmentation via Gentle Teaching Assistant	GTA	NeurIPS 2022	PASCAL VOC 2012, Cityscapes	Code	Paper
Semi-supervised 3D shape segmentation with multilevel consistency and part substitution	-	CVM 2022	PartNet, ShapeNetPart, ScanNet	Code	Paper
Semi-Supervised Semantic Segmentation with Cross Teacher Training	CTT	Neurocomputing 2022	PASCAL VOC 2012, Cityscapes	-	Paper
Region-level Contrastive and Consistency Learning for Semi-Supervised Semantic Segmentation	RC2L	IJCAI 2022	PASCAL VOC 2012, Cityscapes	-	Paper
One Weird Trick to Improve Your Semi-Weakly Supervised Semantic Segmentation Model	-	IJCAI 2022	PASCAL VOC 2012	-	Paper
Multi-Granularity Distillation Scheme Towards Lightweight Semi-Supervised Semantic Segmentation	MGD	ECCV 2022	PASCAL VOC 2012, Cityscapes	-	Paper
Learning Self-Supervised Low-Rank Network for Single-Stage Weakly and Semi-Supervised Semantic Segmentation	SLRNet	IJCV 2022	Pascal VOC 2012, L2ID, MS COCO	Code	Paper
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels	U2PL	CVPR 2022	PASCAL VOC 2012	Code	Paper
Semi-supervised Semantic Segmentation with Error Localization Network	ELN	CVPR 2022	PASCAL VOC 2012, Cityscapes	Code	Paper
UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic Segmentation	UCC	CVPR 2022	PASCAL VOC 2012, Cityscapes	-	Paper
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation	PS-MT	CVPR 2022	PASCAL VOC 2012, Cityscapes	Code	Paper
Unbiased Subclass Regularization for Semi-Supervised Semantic Segmentation	USRN	CVPR 2022	PASCAL VOC 2012, Cityscapes	Code	Paper
ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation	ST/ST++	CVPR 2022	PASCAL VOC 2012, Cityscapes	Code	Paper
Semi-Supervised Video Semantic Segmentation with Inter-Frame Feature Reconstruction	IRF	CVPR 2022	Cityscapes, CamVid	Code	Paper
Noisy Boundaries: Lemon or Lemonade for Semi-supervised Instance Segmentation?	-	CVPR 2022	Cityscapes, MS COCO,BDD100K	Code	Paper
TWIST: Two-Way Inter-label Self-Training for Semi-supervised 3D Instance Segmentation	TWIST	CVPR 2022	ScanNet v2, S3DIS	-	Paper
Adversarial Dual-Student with Differentiable Spatial Warping for Semi-Supervised Semantic Segmentation	ADS	TCSVT 2022	PASCAL VOC 2012, Cityscapes	Code	Paper
Semi-supervision semantic segmentation with uncertainty-guided self cross supervision	USCS	Arxiv 2022	PASCAL VOC 2012	-	Paper
GuidedMix-Net: Semi-supervised Semantic Segmentation by Using Labeled Images as Reference	GuidedMix-Net	AAAI 2022	PASCAL VOC 2012, Cityscapes	-	Paper
Active Learning for Improved Semi-Supervised Semantic Segmentation in Satellite Images	-	WACV 2022	UCM, deepglobe	Code	Paper
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation	GIST RIST	CRV 2022	PASCAL VOC 2012, Cityscapes	-	Paper
Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic Segmentation	-	PR 2022	PASCAL VOC 2012, PASCAL-Context	Code	Paper

2021

Title	Abbreviation	Published	Dataset	CODE	PDF
n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation	n-CPS	Arxiv 2021	PASCAL VOC 2012, Cityscapes	-	Paper
Revisiting consistency for semi-supervised semantic segmentation	-	Arxiv 2021	Cityscapes	-	Paper
Robust Mutual Learning for Semi-supervised Semantic Segmentation	-	Arxiv 2021	PASCAL VOC 2012, Cityscapes	-	Paper
Mask-based Data Augmentation for Semi-supervised Semantic Segmentation	ComplexMix	Arxiv 2021	Cityscapes	-	Paper
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning	AEL	NeurIPS 2021	PASCAL VOC 2012, Cityscapes	Code	Paper
Colour augmentation for improved semi-supervised semantic segmentation	-	Arxiv 2021	PASCAL VOC 2012, Cityscapes	-	Paper
C3-SemiSeg: Contrastive Semi-supervised Segmentation via Cross-set Learning and Dynamic Class-balancing	C3-SemiSeg	ICCV 2021	Cityscapes, BDD100K	Code	Paper
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation	-	ICCV 2021	PASCAL VOC 2012, Cityscapes	Code	Paper
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank	-	ICCV 2021	PASCAL VOC 2012, Cityscapes	Code	Paper
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation	P2Seg	ICCV 2021	PASCAL VOC 2012, Cityscapes, MS COCO	-	Paper
Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline Investigation	DARS	ICCV 2021	PASCAL VOC 2012, Cityscapes	Code	Paper
Warp-Refine Propagation: Semi-Supervised Auto-labeling via Cycle-consistency	-	ICCV 2021	CityScapes, NYU, KITTI, ApolloScape	-	Paper
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency	-	CVPR 2021	PASCAL VOC 2012, Cityscapes	Code	Paper
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision	CPS	CVPR 2021	PASCAL VOC 2012, Cityscapes	Code	Paper
Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation	-	CVPR 2021	PASCAL VOC 2012	Code	Paper
Semi-supervised Domain Adaptation based on Dual-level Domain Mixing for Semantic Segmentation	-	CVPR 2021	Cityscapes, GTA5, SYNTHIA	-	Paper
Learning from Pixel-Level Label Noise: A New Perspective for Semi-Supervised Semantic Segmentation	-	TIP 2021	PASCAL VOC 2012, PASCAL-Context, Cityscapes	-	Paper
A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation	-	TIP 2021	PASCAL VOC 2012, Cityscapes	-	Paper
PseudoSeg: Designing Pseudo Labels for Semantic Segmentation	PseudoSeg	ICLR 2021	PASCAL VOC 2012, MS COCO	Code	Paper
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning	ClassMix	WACV 2021	PASCAL VOC 2012, Cityscapes	Code	Paper

2020 ( Under construction )

Title	Abbreviation	Published	Dataset	CODE	PDF
Semi-Supervised Semantic Segmentation with Cross-Consistency Training	CCT	CVPR 2020	PASCAL VOC 2012, Cityscapes, CamVid	Code	Paper
Semi-Supervised Semantic Image Segmentation with Self-correcting Networks	-	CVPR 2020	PASCAL VOC 2012, Cityscapes	-	Paper
A Three-Stage Self-Training Framework for Semi-Supervised Semantic Segmentation	-	CVPR 2020	PASCAL VOC 2012, Cityscapes	-	Paper
Guided Collaborative Training for Pixel-wise Semi-Supervised Learning	GCT	ECCV 2020	Pascal VOC 2012	Code	Paper
Semi-supervised semantic segmentation needs strong, varied perturbations	CutMix	BMVC2020	PASCAL VOC 2012, Cityscapes, ISIC 2017	Code	Paper