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	SoRA: Singular Value Decomposed Low-Rank 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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