Semantic Segmentation on Cityscapes 6.25% labeled

Metric: Validation mIoU (higher is better)

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#	Model↕	Validation mIoU▼	Extra Data	Paper	Date↕	Code
1	UniMatch V2 (DINOv2-B)	83.6	No	UniMatch V2: Pushing the Limit of Semi-Supervise...	2024-10-14	Code
2	SemiVL (ViT-B/16)	77.9	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
3	CorrMatch (Deeplabv3+ with ResNet-101)	77.3	No	CorrMatch: Label Propagation via Correlation Mat...	2023-06-07	Code
4	FARCLUSS	77.2	No	FARCLUSS: Fuzzy Adaptive Rebalancing and Contras...	2025-06-11	Code
5	S4MC	77	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code
6	Dual Teacher (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	76.81	No	-	-	Code
7	UniMatch (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	76.59	No	Revisiting Weak-to-Strong Consistency in Semi-Su...	2022-08-21	Code
8	n-CPS (ResNet-50)	76.08	No	n-CPS: Generalising Cross Pseudo Supervision to ...	2021-12-14	-
9	CW-BASS (DeepLab v3+ with ResNet-50)	75	No	Confidence-Weighted Boundary-Aware Learning for ...	2025-02-21	Code
10	CPS (DeepLab v3+ with ResNet-101)	69.8	No	Semi-Supervised Semantic Segmentation with Cross...	2021-06-02	Code

#1UniMatch V2 (DINOv2-B)SOTA
83.6
Validation mIoU· 2024-10-14
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation Code
#2SemiVL (ViT-B/16)SOTA
77.9
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#3CorrMatch (Deeplabv3+ with ResNet-101)SOTA
77.3
Validation mIoU· 2023-06-07
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Code
#4FARCLUSS
77.2
Validation mIoU· 2025-06-11
FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation Code
#5S4MC
77
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code
#6Dual Teacher (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)
76.81
Validation mIoU
No paperCode
#7UniMatch (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)SOTA
76.59
Validation mIoU· 2022-08-21
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Code
#8n-CPS (ResNet-50)SOTA
76.08
Validation mIoU· 2021-12-14
n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation
#9CW-BASS (DeepLab v3+ with ResNet-50)
75
Validation mIoU· 2025-02-21
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation Code
#10CPS (DeepLab v3+ with ResNet-101)SOTA
69.8
Validation mIoU· 2021-06-02
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Code