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