Semantic Segmentation on PASCAL VOC 2012 1464 labels

Metric: Validation mIoU (higher is better)

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#	Model↕	Validation mIoU▼	Extra Data	Paper	Date↕	Code
1	UniMatch V2 (DINOv2-B)	90.8	No	UniMatch V2: Pushing the Limit of Semi-Supervise...	2024-10-14	Code
2	SemiOVS (w/ SemiVL, ViT-B/16)	88	Yes	-	-	Code
3	SemiVL (ViT-B/16	87.3	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
4	UniMatch (ViT-B/16)	84	No	SemiVL: Semi-Supervised Semantic Segmentation wi...	2023-11-27	Code
5	AllSpark	82.12	No	AllSpark: Reborn Labeled Features from Unlabeled...	2024-03-04	Code
6	CorrMatch (Deeplabv3+ with ResNet-101)	81.8	No	CorrMatch: Label Propagation via Correlation Mat...	2023-06-07	Code
7	SemiOVS (w/ UniMatch, ResNet-101)	81.8	Yes	-	-	Code
8	PrevMatch (ResNet-101)	81.6	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
9	S4MC	81.56	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code
10	UniMatch (DeepLab v3 with ResNet-101)	81.2	No	Revisiting Weak-to-Strong Consistency in Semi-Su...	2022-08-21	Code
11	PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)	80.01	No	Perturbed and Strict Mean Teachers for Semi-supe...	2021-11-25	Code
12	U2PL (DeepLab v3+ with ResNet-101)	79.5	No	Semi-Supervised Semantic Segmentation Using Unre...	2022-03-08	Code
13	PrevMatch (ResNet-50)	79.3	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
14	PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-50, single scale inference)	78.08	No	Perturbed and Strict Mean Teachers for Semi-supe...	2021-11-25	Code
15	DMT (DeepLab v2, ResNet-50)	74.85	No	DMT: Dynamic Mutual Training for Semi-Supervised...	2020-04-18	Code
16	GuidedMix-Net(DeepLab v2 with ResNet50, ImageNet pretrained)	73.7	No	GuidedMix-Net: Learning to Improve Pseudo Masks ...	2021-06-29	Code
17	S4MC (R50)	0.7941	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code

#1UniMatch V2 (DINOv2-B)SOTA
90.8
Validation mIoU· 2024-10-14
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation Code
#2SemiOVS (w/ SemiVL, ViT-B/16)
88
Validation mIoU· Extra Data
No paperCode
#3SemiVL (ViT-B/16SOTA
87.3
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#4UniMatch (ViT-B/16)
84
Validation mIoU· 2023-11-27
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance Code
#5AllSpark
82.12
Validation mIoU· 2024-03-04
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation Code
#6CorrMatch (Deeplabv3+ with ResNet-101)SOTA
81.8
Validation mIoU· 2023-06-07
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Code
#7SemiOVS (w/ UniMatch, ResNet-101)
81.8
Validation mIoU· Extra Data
No paperCode
#8PrevMatch (ResNet-101)
81.6
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#9S4MC
81.56
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code
#10UniMatch (DeepLab v3 with ResNet-101)SOTA
81.2
Validation mIoU· 2022-08-21
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Code
#11PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)SOTA
80.01
Validation mIoU· 2021-11-25
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation Code
#12U2PL (DeepLab v3+ with ResNet-101)
79.5
Validation mIoU· 2022-03-08
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Code
#13PrevMatch (ResNet-50)
79.3
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#14PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-50, single scale inference)
78.08
Validation mIoU· 2021-11-25
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation Code
#15DMT (DeepLab v2, ResNet-50)SOTA
74.85
Validation mIoU· 2020-04-18
DMT: Dynamic Mutual Training for Semi-Supervised Learning Code
#16GuidedMix-Net(DeepLab v2 with ResNet50, ImageNet pretrained)
73.7
Validation mIoU· 2021-06-29
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference Code
#17S4MC (R50)
0.7941
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code