Semantic Segmentation on PASCAL VOC 2012 732 labeled

Metric: Validation mIoU (higher is better)

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#	Model↕	Validation mIoU▼	Extra Data	Paper	Date↕	Code
1	UniMatch V2 (DINOv2-B)	90	No	UniMatch V2: Pushing the Limit of Semi-Supervise...	2024-10-14	Code
2	SemiOVS (w/ SemiVL, ViT-B/16)	87.9	Yes	-	-	Code
3	SemiVL (ViT-B/16)	86.7	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
4	UniMatch (ViT-B/16)	83.3	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
5	SemiOVS (w/ UniMatch, ResNet-101)	81.7	Yes	-	-	Code
6	AllSpark	80.75	No	AllSpark: Reborn Labeled Features from Unlabeled...	2024-03-04	Code
7	CorrMatch (Deeplabv3+ with ResNet-101)	80.6	No	CorrMatch: Label Propagation via Correlation Mat...	2023-06-07	Code
8	PrevMatch (ResNet-101)	80.4	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
9	S4MC	80.12	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code
10	UniMatch (DeepLab v3+ with ResNet-101)	79.9	No	Revisiting Weak-to-Strong Consistency in Semi-Su...	2022-08-21	Code
11	LogicDiag (DeepLab v3+ with ResNet-101)	79.4	No	Logic-induced Diagnostic Reasoning for Semi-supe...	2023-08-24	-
12	PrevMatch (ResNet-50)	78.6	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
13	S4MC (R50)	77.83	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code
14	U2PL (DeepLab v3+ with ResNet-101)	76.2	No	Semi-Supervised Semantic Segmentation Using Unre...	2022-03-08	Code
15	CPS (DeepLab v3+ with ResNet-101)	75.9	No	Semi-Supervised Semantic Segmentation with Cross...	2021-06-02	Code
16	CPCL (DeepLab v3+ with ResNet-50)	74.25	No	Conservative-Progressive Collaborative Learning ...	2022-11-30	Code

#1UniMatch V2 (DINOv2-B)SOTA
90
Validation mIoU· 2024-10-14
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation Code
#2SemiOVS (w/ SemiVL, ViT-B/16)
87.9
Validation mIoU· Extra Data
No paperCode
#3SemiVL (ViT-B/16)SOTA
86.7
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#4UniMatch (ViT-B/16)
83.3
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#5SemiOVS (w/ UniMatch, ResNet-101)
81.7
Validation mIoU· Extra Data
No paperCode
#6AllSpark
80.75
Validation mIoU· 2024-03-04
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation Code
#7CorrMatch (Deeplabv3+ with ResNet-101)SOTA
80.6
Validation mIoU· 2023-06-07
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Code
#8PrevMatch (ResNet-101)
80.4
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#9S4MC
80.12
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code
#10UniMatch (DeepLab v3+ with ResNet-101)SOTA
79.9
Validation mIoU· 2022-08-21
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Code
#11LogicDiag (DeepLab v3+ with ResNet-101)
79.4
Validation mIoU· 2023-08-24
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation
#12PrevMatch (ResNet-50)
78.6
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#13S4MC (R50)
77.83
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code
#14U2PL (DeepLab v3+ with ResNet-101)SOTA
76.2
Validation mIoU· 2022-03-08
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Code
#15CPS (DeepLab v3+ with ResNet-101)SOTA
75.9
Validation mIoU· 2021-06-02
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Code
#16CPCL (DeepLab v3+ with ResNet-50)
74.25
Validation mIoU· 2022-11-30
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation Code