Domain Generalization On Gta To Avg

Metrics

mIoU

Results

Performance results of various models on this benchmark

Model Name	mIoU	Paper Title	Repository
ReVT	50.2	A Re-Parameterized Vision Transformer (ReVT) for Domain-Generalized Semantic Segmentation	-
HRDA	55.9	Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation	-
tqdm (EVA02-CLIP-L)	66.05	Textual Query-Driven Mask Transformer for Domain Generalized Segmentation	-
SHADE	45.27	Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation	-
RobustNet	37.37	RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective Whitening	-
SAN-SAW	42.43	Semantic-Aware Domain Generalized Segmentation	-
IBN	34.63	Two at Once: Enhancing Learning and Generalization Capacities via IBN-Net	-
GTR	40.8	Global and Local Texture Randomization for Synthetic-to-Real Semantic Segmentation	-
Rein	64.3	Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation	-
SoRA	68.27	SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning	-
CLOUDS	61.5	Collaborating Foundation Models for Domain Generalized Semantic Segmentation	-
DAFormer	51.73	Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation	-
DRPC	39.77	Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data	-
TLDR	47.09	Texture Learning Domain Randomization for Domain Generalized Segmentation	-
AdvStyle	42.42	Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation	-
CMFormer	51.10	Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	-
DIFF	57.15	Diffusion Features to Bridge Domain Gap for Semantic Segmentation	-
DGInStyle	57.78	DGInStyle: Domain-Generalizable Semantic Segmentation with Image Diffusion Models and Stylized Semantic Control	-
Self-adaptation (ResNet - 101)	44,89	Semantic Self-adaptation: Enhancing Generalization with a Single Sample	-
DIDEX	59.7	Generalization by Adaptation: Diffusion-Based Domain Extension for Domain-Generalized Semantic Segmentation	-

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