Semantic Segmentation on PASCAL VOC 2012 366 labeled

Metric: Validation mIoU (higher is better)

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#	Model↕	Validation mIoU▼	Extra Data	Paper	Date↕	Code
1	UniMatch V2 (DINOv2-B)	88.9	No	UniMatch V2: Pushing the Limit of Semi-Supervise...	2024-10-14	Code
2	SemiOVS (w/ SemiVL, ViT-B/16)	87.5	Yes	-	-	Code
3	SemiVL (ViT-B/16)	86	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
4	UniMatch (ViT-B/16)	82	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
5	SemiOVS (w/ UniMatch, ResNet-101)	81.6	Yes	-	-	Code
6	AllSpark	79.77	No	AllSpark: Reborn Labeled Features from Unlabeled...	2024-03-04	Code
7	PrevMatch (ResNet-101)	79.6	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
8	CorrMatch (Deeplabv3+ with ResNet-101)	79.4	No	CorrMatch: Label Propagation via Correlation Mat...	2023-06-07	Code
9	S4MC	79.09	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code
10	UniMatch (DeepLab v3+ with ResNet-101)	78.8	No	Revisiting Weak-to-Strong Consistency in Semi-Su...	2022-08-21	Code
11	LogicDiag (DeepLab v3+ with ResNet-101)	77.9	No	Logic-induced Diagnostic Reasoning for Semi-supe...	2023-08-24	-
12	PrevMatch (ResNet-50)	77.5	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
13	U2PL (DeepLab v3+ with ResNet-101)	73.7	No	Semi-Supervised Semantic Segmentation Using Unre...	2022-03-08	Code
14	CPCL (DeepLab v3+ with ResNet-50)	72.14	No	Conservative-Progressive Collaborative Learning ...	2022-11-30	Code
15	CPS (DeepLab v3+ with ResNet-101)	71.7	No	Semi-Supervised Semantic Segmentation with Cross...	2021-06-02	Code

#1UniMatch V2 (DINOv2-B)SOTA
88.9
Validation mIoU· 2024-10-14
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation Code
#2SemiOVS (w/ SemiVL, ViT-B/16)
87.5
Validation mIoU· Extra Data
No paperCode
#3SemiVL (ViT-B/16)SOTA
86
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#4UniMatch (ViT-B/16)
82
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#5SemiOVS (w/ UniMatch, ResNet-101)
81.6
Validation mIoU· Extra Data
No paperCode
#6AllSpark
79.77
Validation mIoU· 2024-03-04
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation Code
#7PrevMatch (ResNet-101)
79.6
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#8CorrMatch (Deeplabv3+ with ResNet-101)SOTA
79.4
Validation mIoU· 2023-06-07
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Code
#9S4MC
79.09
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code
#10UniMatch (DeepLab v3+ with ResNet-101)SOTA
78.8
Validation mIoU· 2022-08-21
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Code
#11LogicDiag (DeepLab v3+ with ResNet-101)
77.9
Validation mIoU· 2023-08-24
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation
#12PrevMatch (ResNet-50)
77.5
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#13U2PL (DeepLab v3+ with ResNet-101)SOTA
73.7
Validation mIoU· 2022-03-08
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Code
#14CPCL (DeepLab v3+ with ResNet-50)
72.14
Validation mIoU· 2022-11-30
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation Code
#15CPS (DeepLab v3+ with ResNet-101)SOTA
71.7
Validation mIoU· 2021-06-02
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Code