Semantic Segmentation on SYNTHIA-to-Cityscapes

Metric: Mean IoU (higher is better)

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#	Model↕	Mean IoU▼	Extra Data	Paper	Date↕	Code
1	HRDA + PiPa	68.2	No	PiPa: Pixel- and Patch-wise Self-supervised Lear...	2022-11-14	Code
2	MIC	67.3	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
3	HRDA	65.8	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
4	SePiCo	64.3	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
5	DAFormer + ProCST	61.6	Yes	ProCST: Boosting Semantic Segmentation Using Pro...	2022-04-25	Code
6	DAFormer	60.9	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
7	TransDA-B	59.3	No	Smoothing Matters: Momentum Transformer for Doma...	2022-03-15	Code

#1HRDA + PiPaSOTA
68.2
Mean IoU· 2022-11-14
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Code
#2MIC
67.3
Mean IoU· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#3HRDASOTA
65.8
Mean IoU· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Code
#4SePiCoSOTA
64.3
Mean IoU· 2022-04-19
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Code
#5DAFormer + ProCST
61.6
Mean IoU· Extra Data· 2022-04-25
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer Code
#6DAFormerSOTA
60.9
Mean IoU· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Code
#7TransDA-B
59.3
Mean IoU· 2022-03-15
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation Code