Semantic Segmentation on Pascal VOC 2012 6.25% 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)	82	Yes	-	-	Code
2	AllSpark	81.65	No	AllSpark: Reborn Labeled Features from Unlabeled...	2024-03-04	Code
3	SemiOVS (w/ UniMatch, ResNet-101)	81.5	Yes	-	-	Code
4	PrevMatch (ResNet-101)	81.4	No	Revisiting and Maximizing Temporal Knowledge in ...	2024-05-31	Code
5	CorrMatch (Deeplabv3+ with ResNet-101)	81.3	No	CorrMatch: Label Propagation via Correlation Mat...	2023-06-07	Code
6	UniMatch (DeepLab v3+ with ResNet-101)	80.94	No	Revisiting Weak-to-Strong Consistency in Semi-Su...	2022-08-21	Code
7	S4MC	78.84	No	Semi-Supervised Semantic Segmentation via Margin...	2023-08-26	Code
8	Dual Teacher	78.82	No	-	-	Code
9	PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	78.6	No	Semi-supervised Semantic Segmentation with Proto...	2022-10-10	Code
10	U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, CutMix)	77.21	No	Semi-Supervised Semantic Segmentation Using Unre...	2022-03-08	Code
11	AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	77.2	No	Semi-Supervised Semantic Segmentation via Adapti...	2021-10-11	Code
12	FARCLUSS	76.4	No	FARCLUSS: Fuzzy Adaptive Rebalancing and Contras...	2025-06-11	Code
13	n-CPS (ResNet-101)	75.86	No	n-CPS: Generalising Cross Pseudo Supervision to ...	2021-12-14	-
14	CPCL (DeepLab v3+ with ResNet-101)	73.44	No	Conservative-Progressive Collaborative Learning ...	2022-11-30	Code
15	n-CPS (ResNet-50)	72.03	No	n-CPS: Generalising Cross Pseudo Supervision to ...	2021-12-14	-
16	CPCL (DeepLab v3+ with ResNet-50)	71.66	No	Conservative-Progressive Collaborative Learning ...	2022-11-30	Code
17	PCT (DeepLab v3+ with ResNet-50 pretrained on ImageNet-1K)	71.35	No	-	-	Code
18	Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)	54.85	No	Dense FixMatch: a simple semi-supervised learnin...	2022-10-18	Code
19	Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)	52.15	No	Dense FixMatch: a simple semi-supervised learnin...	2022-10-18	Code

#1SemiOVS (w/ PrevMatch, ResNet-101)
82
Validation mIoU· Extra Data
No paperCode
#2AllSparkSOTA
81.65
Validation mIoU· 2024-03-04
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation Code
#3SemiOVS (w/ UniMatch, ResNet-101)
81.5
Validation mIoU· Extra Data
No paperCode
#4PrevMatch (ResNet-101)
81.4
Validation mIoU· 2024-05-31
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation Code
#5CorrMatch (Deeplabv3+ with ResNet-101)SOTA
81.3
Validation mIoU· 2023-06-07
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Code
#6UniMatch (DeepLab v3+ with ResNet-101)SOTA
80.94
Validation mIoU· 2022-08-21
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation Code
#7S4MC
78.84
Validation mIoU· 2023-08-26
Semi-Supervised Semantic Segmentation via Marginal Contextual Information Code
#8Dual Teacher
78.82
Validation mIoU
No paperCode
#9PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)
78.6
Validation mIoU· 2022-10-10
Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization Code
#10U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, CutMix)SOTA
77.21
Validation mIoU· 2022-03-08
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Code
#11AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)SOTA
77.2
Validation mIoU· 2021-10-11
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning Code
#12FARCLUSS
76.4
Validation mIoU· 2025-06-11
FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation Code
#13n-CPS (ResNet-101)
75.86
Validation mIoU· 2021-12-14
n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation
#14CPCL (DeepLab v3+ with ResNet-101)
73.44
Validation mIoU· 2022-11-30
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation Code
#15n-CPS (ResNet-50)
72.03
Validation mIoU· 2021-12-14
n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation
#16CPCL (DeepLab v3+ with ResNet-50)
71.66
Validation mIoU· 2022-11-30
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation Code
#17PCT (DeepLab v3+ with ResNet-50 pretrained on ImageNet-1K)
71.35
Validation mIoU
No paperCode
#18Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)
54.85
Validation mIoU· 2022-10-18
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks Code
#19Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)
52.15
Validation mIoU· 2022-10-18
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks Code