Image Generation on SYNTHIA-to-Cityscapes

Metric: MIoU (16 classes) (higher is better)

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#	Model↕	MIoU (16 classes)▼	Extra Data	Paper	Date↕	Code
1	DCF	69.3	Yes	Transferring to Real-World Layouts: A Depth-awar...	2023-11-21	Code
2	HRDA+PiPa	68.2	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
3	MIC	67.3	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
4	CLUDA+HRDA	67.2	No	CLUDA : Contrastive Learning in Unsupervised Dom...	2022-08-27	Code
5	HRDA	65.8	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
6	SePiCo	64.3	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
7	DAFormer + ProCST	61.6	Yes	ProCST: Boosting Semantic Segmentation Using Pro...	2022-04-25	Code
8	EHTDI*	61.3	No	Exploring High-quality Target Domain Information...	2022-08-12	Code
9	DAFormer	60.9	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
10	Sepico + HIAST	59.6	No	Hard-aware Instance Adaptive Self-training for U...	2023-02-14	Code
11	TransDA-B	59.3	No	Smoothing Matters: Momentum Transformer for Doma...	2022-03-15	Code
12	SePiCo (ResNet-101)	58.1	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
13	EHTDI	57.8	No	Exploring High-quality Target Domain Information...	2022-08-12	Code
14	ProDA+CRA	56.9	No	Cross-Region Domain Adaptation for Class-level A...	2021-09-14	-
15	G2L	56.8	No	-	-	-
16	ProDA(ResNet-101)	55.5	No	Prototypical Pseudo Label Denoising and Target S...	2021-01-26	Code
17	CorDA(ResNet-101)	55	Yes	Domain Adaptive Semantic Segmentation with Self-...	2021-04-28	Code
18	AdaptSeg + HIAST	53.5	No	Hard-aware Instance Adaptive Self-training for U...	2023-02-14	Code
19	SAC(ResNet-101)	52.6	No	Self-supervised Augmentation Consistency for Ada...	2021-04-30	Code
20	DSP(ResNet-101)	51	No	DSP: Dual Soft-Paste for Unsupervised Domain Ada...	2021-07-20	Code
21	Uncertainty + Adaboost (ResNet-101)	50.4	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
22	CLST(ResNet-101)	49.8	No	Contrastive Learning and Self-Training for Unsup...	2021-05-05	-
23	IAST(ResNet-101)	49.8	No	Instance Adaptive Self-Training for Unsupervised...	2020-08-27	Code
24	DACS(ResNet-101)	48.34	No	DACS: Domain Adaptation via Cross-domain Mixed S...	2020-07-17	Code
25	Coarse-to-Fine(ResNet-101)	48.2	No	Coarse-to-Fine Domain Adaptive Semantic Segmenta...	2021-03-24	-
26	MRNet+Rectifying Label(ResNet-101)	47.9	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
27	PLCA (ResNet-101)	46.8	No	Pixel-Level Cycle Association: A New Perspective...	2020-10-31	Code
28	ITEN	46.45	No	Exploiting Image Translations via Ensemble Self-...	2021-07-13	-
29	PixMatch(ResNet-101)	46.1	No	PixMatch: Unsupervised Domain Adaptation via Pix...	2021-05-17	Code
30	MRNet + Adaboost (ResNet-101)	45.9	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
31	FADA(ResNet-101)	45.2	No	Classes Matter: A Fine-grained Adversarial Appro...	2020-07-17	Code
32	MetaCorrection(ResNet-101)	45.1	No	MetaCorrection: Domain-aware Meta Loss Correctio...	2021-03-09	Code
33	CAG-UDA	44.5	No	Category Anchor-Guided Unsupervised Domain Adapt...	2019-10-29	Code

#1DCFSOTA
69.3
MIoU (16 classes)· Extra Data· 2023-11-21
Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation Code
#2HRDA+PiPaSOTA
68.2
MIoU (16 classes)· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Code
#3MIC
67.3
MIoU (16 classes)· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#4CLUDA+HRDASOTA
67.2
MIoU (16 classes)· 2022-08-27
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation Code
#5HRDASOTA
65.8
MIoU (16 classes)· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Code
#6SePiCoSOTA
64.3
MIoU (16 classes)· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#7DAFormer + ProCST
61.6
MIoU (16 classes)· Extra Data· 2022-04-25
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer Code
#8EHTDI*
61.3
MIoU (16 classes)· 2022-08-12
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation Code
#9DAFormerSOTA
60.9
MIoU (16 classes)· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Code
#10Sepico + HIAST
59.6
MIoU (16 classes)· 2023-02-14
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation Code
#11TransDA-B
59.3
MIoU (16 classes)· 2022-03-15
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation Code
#12SePiCo (ResNet-101)
58.1
MIoU (16 classes)· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#13EHTDI
57.8
MIoU (16 classes)· 2022-08-12
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation Code
#14ProDA+CRASOTA
56.9
MIoU (16 classes)· 2021-09-14
Cross-Region Domain Adaptation for Class-level Alignment
#15G2L
56.8
MIoU (16 classes)
No paper
#16ProDA(ResNet-101)SOTA
55.5
MIoU (16 classes)· 2021-01-26
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation Code
#17CorDA(ResNet-101)
55
MIoU (16 classes)· Extra Data· 2021-04-28
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation Code
#18AdaptSeg + HIAST
53.5
MIoU (16 classes)· 2023-02-14
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation Code
#19SAC(ResNet-101)
52.6
MIoU (16 classes)· 2021-04-30
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation Code
#20DSP(ResNet-101)
51
MIoU (16 classes)· 2021-07-20
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation Code
#21Uncertainty + Adaboost (ResNet-101)
50.4
MIoU (16 classes)· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#22CLST(ResNet-101)
49.8
MIoU (16 classes)· 2021-05-05
Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation
#23IAST(ResNet-101)SOTA
49.8
MIoU (16 classes)· 2020-08-27
Instance Adaptive Self-Training for Unsupervised Domain Adaptation Code
#24DACS(ResNet-101)SOTA
48.34
MIoU (16 classes)· 2020-07-17
DACS: Domain Adaptation via Cross-domain Mixed Sampling Code
#25Coarse-to-Fine(ResNet-101)
48.2
MIoU (16 classes)· 2021-03-24
Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization
#26MRNet+Rectifying Label(ResNet-101)SOTA
47.9
MIoU (16 classes)· 2020-03-08
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Code
#27PLCA (ResNet-101)
46.8
MIoU (16 classes)· 2020-10-31
Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation Code
#28ITEN
46.45
MIoU (16 classes)· 2021-07-13
Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation
#29PixMatch(ResNet-101)
46.1
MIoU (16 classes)· 2021-05-17
PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training Code
#30MRNet + Adaboost (ResNet-101)
45.9
MIoU (16 classes)· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#31FADA(ResNet-101)
45.2
MIoU (16 classes)· 2020-07-17
Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation Code
#32MetaCorrection(ResNet-101)
45.1
MIoU (16 classes)· 2021-03-09
MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation Code
#33CAG-UDASOTA
44.5
MIoU (16 classes)· 2019-10-29
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation Code