Semantic Segmentation on PASCAL VOC 2012 25% labeled

Metric: Validation mIoU (higher is better)

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#	Model↕	Validation mIoU▼	Extra Data	Paper	Date↕	Code
1	SemiOVS (w/ PrevMatch, ResNet-101)	81.3	Yes	-	-	Code
2	Dual Teacher	81.03	No	-	-	Code
3	SemiOVS (w/ UniMatch, ResNet-101)	81	Yes	-	-	Code
4	AllSpark	80.92	No	AllSpark: Reborn Labeled Features from Unlabeled...	2024-03-04	Code
5	CorrMatch (Deeplabv3+ with ResNet-101)	80.9	No	CorrMatch: Label Propagation via Correlation Mat...	2023-06-07	Code
6	PrevMatch (ResNet-101)	80.8	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
7	PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	80.78	No	Semi-supervised Semantic Segmentation with Proto...	2022-10-10	Code
8	UniMatch (DeepLab v3+ with ResNet-101)	80.43	No	Revisiting Weak-to-Strong Consistency in Semi-Su...	2022-08-21	Code
9	S4MC	79.85	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code
10	U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, CutMix)	79.3	No	Semi-Supervised Semantic Segmentation Using Unre...	2022-03-08	Code
11	FARCLUSS	79	No	FARCLUSS: Fuzzy Adaptive Rebalancing and Contras...	2025-06-11	Code
12	n-CPS (ResNet-101)	78.97	No	n-CPS: Generalising Cross Pseudo Supervision to ...	2021-12-14	-
13	PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)	78.72	No	Perturbed and Strict Mean Teachers for Semi-supe...	2021-11-25	Code
14	AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	78.06	No	Semi-Supervised Semantic Segmentation via Adapti...	2021-10-11	Code
15	CPCL (DeepLab v3+ with ResNet-101)	77.16	No	Conservative-Progressive Collaborative Learning ...	2022-11-30	Code
16	PCT (DeepLab v3+ with ResNet-50 pretrained on ImageNet-1K)	76.47	No	-	-	Code
17	CW-BASS (DeepLab v3+ with ResNet-50)	76.2	No	Confidence-Weighted Boundary-Aware Learning for ...	2025-02-21	Code
18	n-CPS (ResNet-50)	75.85	No	n-CPS: Generalising Cross Pseudo Supervision to ...	2021-12-14	-
19	CPCL (DeepLab v3+ with ResNet-50)	74.58	No	Conservative-Progressive Collaborative Learning ...	2022-11-30	Code
20	ClassMix (DeepLab v2 MSCOCO pretrained)	72.45	No	ClassMix: Segmentation-Based Data Augmentation f...	2020-07-15	Code
21	Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)	72.04	No	Dense FixMatch: a simple semi-supervised learnin...	2022-10-18	Code
22	Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)	69.02	No	Dense FixMatch: a simple semi-supervised learnin...	2022-10-18	Code

#1SemiOVS (w/ PrevMatch, ResNet-101)
81.3
Validation mIoU· Extra Data
No paperCode
#2Dual Teacher
81.03
Validation mIoU
No paperCode
#3SemiOVS (w/ UniMatch, ResNet-101)
81
Validation mIoU· Extra Data
No paperCode
#4AllSparkSOTA
80.92
Validation mIoU· 2024-03-04
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation Code
#5CorrMatch (Deeplabv3+ with ResNet-101)SOTA
80.9
Validation mIoU· 2023-06-07
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Code
#6PrevMatch (ResNet-101)
80.8
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#7PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)SOTA
80.78
Validation mIoU· 2022-10-10
Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization Code
#8UniMatch (DeepLab v3+ with ResNet-101)SOTA
80.43
Validation mIoU· 2022-08-21
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Code
#9S4MC
79.85
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code
#10U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, CutMix)SOTA
79.3
Validation mIoU· 2022-03-08
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Code
#11FARCLUSS
79
Validation mIoU· 2025-06-11
FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation Code
#12n-CPS (ResNet-101)SOTA
78.97
Validation mIoU· 2021-12-14
n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation
#13PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)SOTA
78.72
Validation mIoU· 2021-11-25
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation Code
#14AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)SOTA
78.06
Validation mIoU· 2021-10-11
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning Code
#15CPCL (DeepLab v3+ with ResNet-101)
77.16
Validation mIoU· 2022-11-30
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation Code
#16PCT (DeepLab v3+ with ResNet-50 pretrained on ImageNet-1K)
76.47
Validation mIoU
No paperCode
#17CW-BASS (DeepLab v3+ with ResNet-50)
76.2
Validation mIoU· 2025-02-21
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation Code
#18n-CPS (ResNet-50)
75.85
Validation mIoU· 2021-12-14
n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation
#19CPCL (DeepLab v3+ with ResNet-50)
74.58
Validation mIoU· 2022-11-30
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation Code
#20ClassMix (DeepLab v2 MSCOCO pretrained)SOTA
72.45
Validation mIoU· 2020-07-15
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning Code
#21Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)
72.04
Validation mIoU· 2022-10-18
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks Code
#22Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)
69.02
Validation mIoU· 2022-10-18
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks Code