Image-to-Image Translation on SYNTHIA-to-Cityscapes

Metric: MIoU (13 classes) (higher is better)

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#	Model↕	MIoU (13 classes)▼	Extra Data	Paper	Date↕	Code
1	DCF	75.9	Yes	Transferring to Real-World Layouts: A Depth-awar...	2023-11-21	Code
2	HRDA+PiPa	74.8	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
3	MIC	74	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
4	HRDA	72.4	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
5	SePiCo	71.4	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
6	EHTDI*	69.2	No	Exploring High-quality Target Domain Information...	2022-08-12	Code
7	CAMix (w DAFormer)	69.2	No	Context-Aware Mixup for Domain Adaptive Semantic...	2021-08-08	Code
8	Sepico + HIAST	68.1	No	Hard-aware Instance Adaptive Self-training for U...	2023-02-14	Code
9	DAFormer	67.4	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
10	SePiCo (ResNet-101)	66.5	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
11	TransDA-B	66.3	No	Smoothing Matters: Momentum Transformer for Doma...	2022-03-15	Code
12	EHTDI	64.6	No	Exploring High-quality Target Domain Information...	2022-08-12	Code
13	G2L	64.4	No	-	-	-
14	ProDA+CRA	63.7	No	Cross-Region Domain Adaptation for Class-level A...	2021-09-14	-
15	CorDA(ResNet-101)	62.8	Yes	Domain Adaptive Semantic Segmentation with Self-...	2021-04-28	Code
16	ProDA(ResNet-101)	62	No	Prototypical Pseudo Label Denoising and Target S...	2021-01-26	Code
17	AdaptSeg + HIAST	60.3	No	Hard-aware Instance Adaptive Self-training for U...	2023-02-14	Code
18	DSP(ResNet-101)	59.9	No	DSP: Dual Soft-Paste for Unsupervised Domain Ada...	2021-07-20	Code
19	CAMix (ResNet 101)	59.7	No	Context-Aware Mixup for Domain Adaptive Semantic...	2021-08-08	Code
20	SAC(ResNet-101)	59.3	No	Self-supervised Augmentation Consistency for Ada...	2021-04-30	Code
21	CLST(ResNet-101)	57.8	No	Contrastive Learning and Self-Training for Unsup...	2021-05-05	-
22	Uncertainty + Adaboost (ResNet-101)	57.5	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
23	IAST(ResNet-101)	57	No	Instance Adaptive Self-Training for Unsupervised...	2020-08-27	Code
24	Coarse-to-Fine(ResNet-101)	55.5	No	Coarse-to-Fine Domain Adaptive Semantic Segmenta...	2021-03-24	-
25	MRNet+Rectifying Label(ResNet-101)	54.9	No	Rectifying Pseudo Label Learning via Uncertainty...	2020-03-08	Code
26	DACS(ResNet-101)	54.81	No	DACS: Domain Adaptation via Cross-domain Mixed S...	2020-07-17	Code
27	PixMatch(ResNet-101)	54.5	No	PixMatch: Unsupervised Domain Adaptation via Pix...	2021-05-17	Code
28	PLCA (ResNet-101)	54	No	Pixel-Level Cycle Association: A New Perspective...	2020-10-31	Code
29	MRNet(ResNet-101)	53.8	No	Unsupervised Scene Adaptation with Memory Regula...	2019-12-24	Code
30	MRNet + Adaboost (ResNet-101)	52.9	No	Adaptive Boosting for Domain Adaptation: Towards...	2021-03-29	Code
31	CAG-UDA	52.6	No	Category Anchor-Guided Unsupervised Domain Adapt...	2019-10-29	Code
32	FADA(ResNet-101)	52.5	No	Classes Matter: A Fine-grained Adversarial Appro...	2020-07-17	Code
33	MetaCorrection(ResNet-101)	52.5	No	MetaCorrection: Domain-aware Meta Loss Correctio...	2021-03-09	Code
34	CLAN	47.8	No	Taking A Closer Look at Domain Shift: Category-l...	2018-09-25	Code
35	AdaptSegNet(Multi-level)	46.7	No	Learning to Adapt Structured Output Space for Se...	2018-02-28	Code

#1DCFSOTA
75.9
MIoU (13 classes)· Extra Data· 2023-11-21
Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation Code
#2HRDA+PiPaSOTA
74.8
MIoU (13 classes)· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Code
#3MIC
74
MIoU (13 classes)· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#4HRDASOTA
72.4
MIoU (13 classes)· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Code
#5SePiCoSOTA
71.4
MIoU (13 classes)· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#6EHTDI*
69.2
MIoU (13 classes)· 2022-08-12
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation Code
#7CAMix (w DAFormer)SOTA
69.2
MIoU (13 classes)· 2021-08-08
Context-Aware Mixup for Domain Adaptive Semantic Segmentation Code
#8Sepico + HIAST
68.1
MIoU (13 classes)· 2023-02-14
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation Code
#9DAFormer
67.4
MIoU (13 classes)· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Code
#10SePiCo (ResNet-101)
66.5
MIoU (13 classes)· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#11TransDA-B
66.3
MIoU (13 classes)· 2022-03-15
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation Code
#12EHTDI
64.6
MIoU (13 classes)· 2022-08-12
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation Code
#13G2L
64.4
MIoU (13 classes)
No paper
#14ProDA+CRA
63.7
MIoU (13 classes)· 2021-09-14
Cross-Region Domain Adaptation for Class-level Alignment
#15CorDA(ResNet-101)SOTA
62.8
MIoU (13 classes)· Extra Data· 2021-04-28
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation Code
#16ProDA(ResNet-101)SOTA
62
MIoU (13 classes)· 2021-01-26
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation Code
#17AdaptSeg + HIAST
60.3
MIoU (13 classes)· 2023-02-14
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation Code
#18DSP(ResNet-101)
59.9
MIoU (13 classes)· 2021-07-20
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation Code
#19CAMix (ResNet 101)
59.7
MIoU (13 classes)· 2021-08-08
Context-Aware Mixup for Domain Adaptive Semantic Segmentation Code
#20SAC(ResNet-101)
59.3
MIoU (13 classes)· 2021-04-30
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation Code
#21CLST(ResNet-101)
57.8
MIoU (13 classes)· 2021-05-05
Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation
#22Uncertainty + Adaboost (ResNet-101)
57.5
MIoU (13 classes)· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#23IAST(ResNet-101)SOTA
57
MIoU (13 classes)· 2020-08-27
Instance Adaptive Self-Training for Unsupervised Domain Adaptation Code
#24Coarse-to-Fine(ResNet-101)
55.5
MIoU (13 classes)· 2021-03-24
Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization
#25MRNet+Rectifying Label(ResNet-101)SOTA
54.9
MIoU (13 classes)· 2020-03-08
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Code
#26DACS(ResNet-101)
54.81
MIoU (13 classes)· 2020-07-17
DACS: Domain Adaptation via Cross-domain Mixed Sampling Code
#27PixMatch(ResNet-101)
54.5
MIoU (13 classes)· 2021-05-17
PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training Code
#28PLCA (ResNet-101)
54
MIoU (13 classes)· 2020-10-31
Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation Code
#29MRNet(ResNet-101)SOTA
53.8
MIoU (13 classes)· 2019-12-24
Unsupervised Scene Adaptation with Memory Regularization in vivo Code
#30MRNet + Adaboost (ResNet-101)
52.9
MIoU (13 classes)· 2021-03-29
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation Code
#31CAG-UDASOTA
52.6
MIoU (13 classes)· 2019-10-29
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation Code
#32FADA(ResNet-101)
52.5
MIoU (13 classes)· 2020-07-17
Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation Code
#33MetaCorrection(ResNet-101)
52.5
MIoU (13 classes)· 2021-03-09
MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation Code
#34CLANSOTA
47.8
MIoU (13 classes)· 2018-09-25
Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation Code
#35AdaptSegNet(Multi-level)SOTA
46.7
MIoU (13 classes)· 2018-02-28
Learning to Adapt Structured Output Space for Semantic Segmentation Code