Domain Generalization On Gta To Avg

评估指标

mIoU

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
SoRA	68.27	SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning
tqdm (EVA02-CLIP-L)	66.05	Textual Query-Driven Mask Transformer for Domain Generalized Segmentation
Rein	64.3	Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation
VLTSeg	63.5	Strong but simple: A Baseline for Domain Generalized Dense Perception by CLIP-based Transfer Learning
CLOUDS	61.5	Collaborating Foundation Models for Domain Generalized Semantic Segmentation
DIDEX	59.7	Generalization by Adaptation: Diffusion-Based Domain Extension for Domain-Generalized Semantic Segmentation
DGInStyle	57.78	DGInStyle: Domain-Generalizable Semantic Segmentation with Image Diffusion Models and Stylized Semantic Control	-
DIFF	57.15	Diffusion Features to Bridge Domain Gap for Semantic Segmentation
HRDA	55.9	Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation
DAFormer	51.73	Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation
CMFormer	51.10	Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation
ReVT	50.2	A Re-Parameterized Vision Transformer (ReVT) for Domain-Generalized Semantic Segmentation
TLDR	47.09	Texture Learning Domain Randomization for Domain Generalized Segmentation
SHADE	45.27	Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation
Self-adaptation (ResNet - 101)	44,89	Semantic Self-adaptation: Enhancing Generalization with a Single Sample
Self-adaptation (ResNet - 50)	44,07	Semantic Self-adaptation: Enhancing Generalization with a Single Sample
SAN-SAW	42.43	Semantic-Aware Domain Generalized Segmentation
AdvStyle	42.42	Adversarial Style Augmentation for Domain Generalized Urban-Scene Segmentation
GTR	40.8	Global and Local Texture Randomization for Synthetic-to-Real Semantic Segmentation	-
DRPC	39.77	Domain Randomization and Pyramid Consistency: Simulation-to-Real Generalization without Accessing Target Domain Data	-

0 of 22 row(s) selected.