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

العربية

Semantic Segmentation On Dark Zurich

المقاييس

mIoU

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	mIoU	Paper Title	Repository
HRDA	55.9	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation
CIConv	34.5	Zero-Shot Day-Night Domain Adaptation with a Physics Prior
MIC	60.2	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
SePiCo (DeepLab v2 ResNet-101)	45.4	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	-
DANNet	36.76	DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation
DANNet (DeepLab v2 ResNet-101)	42.5	DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation
GCMA	42.0	Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation
MGCDA	42.5	Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation
Refign (HRDA)	63.9	Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions
Refign (DAFormer)	56.2	Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions
SePiCo	54.2	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation	-
DAFormer	53.8	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
GPS-GLASS	46.4	GPS-GLASS: Learning Nighttime Semantic Segmentation Using Daytime Video and GPS data
CoDA	61.2	CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning

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Semantic Segmentation On Dark Zurich | SOTA | HyperAI