Semantic Segmentation on PASCAL VOC 2012 92 labeled

Metric: Validation mIoU (higher is better)

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#	Model↕	Validation mIoU▼	Extra Data	Paper	Date↕	Code
1	SemiOVS (w/ SemiVL, ViT-B/16)	87	Yes	-	-	Code
2	UniMatch V2 (DINOv2-B)	86.3	No	UniMatch V2: Pushing the Limit of Semi-Supervise...	2024-10-14	Code
3	SemiVL (ViT-B/16)	84	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
4	SemiOVS (w/ UniMatch, ResNet-101)	80.4	Yes	-	-	Code
5	SemiOVS (w/ UniMatch, ResNet-50)	78.2	Yes	-	-	Code
6	UniMatch (ViT-B/16)	77.9	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
7	PrevMatch (ResNet-101)	77	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
8	CorrMatch (Deeplabv3+ with ResNet-101)	76.4	No	CorrMatch: Label Propagation via Correlation Mat...	2023-06-07	Code
9	AllSpark	76.07	No	AllSpark: Reborn Labeled Features from Unlabeled...	2024-03-04	Code
10	UniMatch (DeepLab v3+ with ResNet-101)	75.2	No	Revisiting Weak-to-Strong Consistency in Semi-Su...	2022-08-21	Code
11	S4MC	74.72	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code
12	PrevMatch (ResNet-50)	73.4	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
13	LogicDiag (DeepLab v3+ with ResNet-101)	73.3	No	Logic-induced Diagnostic Reasoning for Semi-supe...	2023-08-24	-
14	CW-BASS (DeepLab v3+ with ResNet-50)	72.8	No	Confidence-Weighted Boundary-Aware Learning for ...	2025-02-21	Code
15	U2PL (DeepLab v3+ with ResNet-101)	68	No	Semi-Supervised Semantic Segmentation Using Unre...	2022-03-08	Code
16	CPS (DeepLab v3+ with ResNet-101)	64.1	No	Semi-Supervised Semantic Segmentation with Cross...	2021-06-02	Code
17	CPCL (DeepLab v3+ with ResNet-50)	61.88	No	Conservative-Progressive Collaborative Learning ...	2022-11-30	Code

#1SemiOVS (w/ SemiVL, ViT-B/16)
87
Validation mIoU· Extra Data
No paperCode
#2UniMatch V2 (DINOv2-B)SOTA
86.3
Validation mIoU· 2024-10-14
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation Code
#3SemiVL (ViT-B/16)SOTA
84
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#4SemiOVS (w/ UniMatch, ResNet-101)
80.4
Validation mIoU· Extra Data
No paperCode
#5SemiOVS (w/ UniMatch, ResNet-50)
78.2
Validation mIoU· Extra Data
No paperCode
#6UniMatch (ViT-B/16)
77.9
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#7PrevMatch (ResNet-101)
77
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#8CorrMatch (Deeplabv3+ with ResNet-101)SOTA
76.4
Validation mIoU· 2023-06-07
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Code
#9AllSpark
76.07
Validation mIoU· 2024-03-04
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation Code
#10UniMatch (DeepLab v3+ with ResNet-101)SOTA
75.2
Validation mIoU· 2022-08-21
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Code
#11S4MC
74.72
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code
#12PrevMatch (ResNet-50)
73.4
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#13LogicDiag (DeepLab v3+ with ResNet-101)
73.3
Validation mIoU· 2023-08-24
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation
#14CW-BASS (DeepLab v3+ with ResNet-50)
72.8
Validation mIoU· 2025-02-21
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation Code
#15U2PL (DeepLab v3+ with ResNet-101)SOTA
68
Validation mIoU· 2022-03-08
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Code
#16CPS (DeepLab v3+ with ResNet-101)SOTA
64.1
Validation mIoU· 2021-06-02
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Code
#17CPCL (DeepLab v3+ with ResNet-50)
61.88
Validation mIoU· 2022-11-30
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation Code