الرئيسية الأخبار أحدث الأوراق البحثية الدروس مجموعات البيانات الموسوعة SOTA نماذج LLM لوحة الأداء GPU الفعاليات

العربية

Domain Adaptation On Cityscapes To Acdc

المقاييس

mIoU

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	mIoU	Paper Title	Repository
DACS (DeepLabv2)	41.2	DACS: Domain Adaptation via Cross-domain Mixed Sampling	-
Refign (DAFormer)	65.5	Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions	-
DAFormer	55.4	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation	-
VBLC (DeepLabv2)	47.8	VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions	-
MIC	70.4	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation	-
CMFormer	60.1	Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation	-
Refign (HRDA)	72.1	Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions	-
SoRA	78.8	SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning	-
DANNet	50.0	DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation	-
FDA (DeepLabv2)	45.7	FDA: Fourier Domain Adaptation for Semantic Segmentation	-
VBLC (DAFormer)	64.2	VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions	-
HRDA	68.0	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation	-
Rein	77.6	Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation	-
MGCDA	48.7	Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation	-
CoDA	72.6	CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning	-
HALO	71.9	Hyperbolic Active Learning for Semantic Segmentation under Domain Shift	-

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Domain Adaptation On Cityscapes To Acdc | SOTA | HyperAI