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	SoRA: Singular Value Decomposed Low-Rank 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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