Semantic Segmentation on Dark Zurich

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Extra Data	Paper	Date↕	Code
1	Refign (HRDA)	63.9	No	Refign: Align and Refine for Adaptation of Seman...	2022-07-14	Code
2	CoDA	61.2	No	CoDA: Instructive Chain-of-Domain Adaptation wit...	2024-03-26	Code
3	MIC	60.2	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
4	Refign (DAFormer)	56.2	No	Refign: Align and Refine for Adaptation of Seman...	2022-07-14	Code
5	HRDA	55.9	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
6	SePiCo	54.2	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
7	DAFormer	53.8	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
8	GPS-GLASS	46.4	No	GPS-GLASS: Learning Nighttime Semantic Segmentat...	2022-07-27	Code
9	SePiCo (DeepLab v2 ResNet-101)	45.4	No	SePiCo: Semantic-Guided Pixel Contrast for Domai...	2022-04-19	Code
10	MGCDA	42.5	No	Map-Guided Curriculum Domain Adaptation and Unce...	2020-05-28	Code
11	DANNet (DeepLab v2 ResNet-101)	42.5	No	DANNet: A One-Stage Domain Adaptation Network fo...	2021-04-22	Code
12	GCMA	42	No	Guided Curriculum Model Adaptation and Uncertain...	2019-01-17	Code
13	DANNet	36.76	No	DANNet: A One-Stage Domain Adaptation Network fo...	2021-04-22	Code
14	CIConv	34.5	No	Zero-Shot Day-Night Domain Adaptation with a Phy...	2021-08-11	Code
15	Segmenter ViT-S/16	14.2	No	Drive&Segment: Unsupervised Semantic Segmentatio...	2022-03-21	Code