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

#1SoRASOTA
78.8
mIoU· 2024-12-05
SoRA: Singular Value Decomposed Low-Rank Adaptation for Domain Generalizable Representation Learning Code
#2ReinSOTA
77.6
mIoU· 2023-12-07
Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation Code
#3CoDA
72.6
mIoU· 2024-03-26
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning Code
#4Refign (HRDA)SOTA
72.1
mIoU· 2022-07-14
Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions Code
#5HALO
71.9
mIoU· 2023-06-19
Hyperbolic Active Learning for Semantic Segmentation under Domain Shift Code
#6MIC
70.4
mIoU· 2022-12-02
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Code
#7ADSI
70.21
mIoU· 2025-04-09
Domain Generalization through Attenuation of Domain-Specific Information Code
#8CMA
69.1
mIoU· 2023-03-09
Contrastive Model Adaptation for Cross-Condition Robustness in Semantic Segmentation Code
#9HRDASOTA
68
mIoU· 2022-04-27
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Code
#10Refign (DAFormer)
65.5
mIoU· 2022-07-14
Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions Code
#11VBLC (DAFormer)
64.2
mIoU· 2022-11-22
VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions Code
#12CMFormer
60.1
mIoU· 2023-07-01
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation Code
#13CMFormer
60.1
mIoU· 2023-07-01
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation Code
#14DAFormerSOTA
55.4
mIoU· 2021-11-29
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Code
#15DANNetSOTA
50
mIoU· 2021-04-22
DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation Code
#16MGCDASOTA
48.7
mIoU· 2020-05-28
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation Code
#17VBLC (DeepLabv2)
47.8
mIoU· 2022-11-22
VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions Code
#18FDA (DeepLabv2)SOTA
45.7
mIoU· 2020-04-11
FDA: Fourier Domain Adaptation for Semantic Segmentation Code
#19DACS (DeepLabv2)
41.2
mIoU· 2020-07-17
DACS: Domain Adaptation via Cross-domain Mixed Sampling Code