Domain Adaptation on Cityscapes to ACDC

Metric: mIoU (higher is better)

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#	Model↕	mIoU▼	Augmentations	Paper	Date↕	Code
1	SoRA	78.8	No	SoRA: Singular Value Decomposed Low-Rank Adaptat...	2024-12-05	Code
2	Rein	77.6	No	Stronger, Fewer, & Superior: Harnessing Vision F...	2023-12-07	Code
3	CoDA	72.6	No	CoDA: Instructive Chain-of-Domain Adaptation wit...	2024-03-26	Code
4	Refign (HRDA)	72.1	No	Refign: Align and Refine for Adaptation of Seman...	2022-07-14	Code
5	HALO	71.9	No	Hyperbolic Active Learning for Semantic Segmenta...	2023-06-19	Code
6	MIC	70.4	No	MIC: Masked Image Consistency for Context-Enhanc...	2022-12-02	Code
7	ADSI	70.21	No	Domain Generalization through Attenuation of Dom...	2025-04-09	Code
8	CMA	69.1	No	Contrastive Model Adaptation for Cross-Condition...	2023-03-09	Code
9	HRDA	68	No	HRDA: Context-Aware High-Resolution Domain-Adapt...	2022-04-27	Code
10	Refign (DAFormer)	65.5	No	Refign: Align and Refine for Adaptation of Seman...	2022-07-14	Code
11	VBLC (DAFormer)	64.2	No	VBLC: Visibility Boosting and Logit-Constraint L...	2022-11-22	Code
12	CMFormer	60.1	No	Learning Content-enhanced Mask Transformer for D...	2023-07-01	Code
13	CMFormer	60.1	No	Learning Content-enhanced Mask Transformer for D...	2023-07-01	Code
14	DAFormer	55.4	No	DAFormer: Improving Network Architectures and Tr...	2021-11-29	Code
15	DANNet	50	No	DANNet: A One-Stage Domain Adaptation Network fo...	2021-04-22	Code
16	MGCDA	48.7	No	Map-Guided Curriculum Domain Adaptation and Unce...	2020-05-28	Code
17	VBLC (DeepLabv2)	47.8	No	VBLC: Visibility Boosting and Logit-Constraint L...	2022-11-22	Code
18	FDA (DeepLabv2)	45.7	No	FDA: Fourier Domain Adaptation for Semantic Segm...	2020-04-11	Code
19	DACS (DeepLabv2)	41.2	No	DACS: Domain Adaptation via Cross-domain Mixed S...	2020-07-17	Code