HyperAI
الرئيسيةالأخبارأحدث الأوراق البحثيةالدروسمجموعات البياناتالموسوعةSOTAنماذج LLMلوحة الأداء GPUالفعاليات
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HyperAI

Unsupervised Domain Adaptation On Cityscapes 1

المقاييس

mAP@0.5

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج
mAP@0.5
Paper TitleRepository
SCDA33.8Adapting Object Detectors via Selective Cross-Domain Alignment
SAPNet40.9Spatial Attention Pyramid Network for Unsupervised Domain Adaptation-
UMT (ResNet50-FPN, 1024px)61.4Align and Distill: Unifying and Improving Domain Adaptive Object Detection
DDMRL34.6Diversify and Match: A Domain Adaptive Representation Learning Paradigm for Object Detection-
DDF42.3Decompose to Adapt: Cross-domain Object Detection via Feature Disentanglement
ViSGA43.3Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection
PT (ResNet50-FPN, 1024px)59.2Align and Distill: Unifying and Improving Domain Adaptive Object Detection
AWADA44.8AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection-
MCAR38.8Adaptive Object Detection with Dual Multi-Label Prediction-
O2net46.8Improving Transferability for Domain Adaptive Detection Transformers
DA-RetinaNet41.87An Unsupervised Domain Adaptation Scheme for Single-Stage Artwork Recognition in Cultural Sites
SWDA34.8Strong-Weak Distribution Alignment for Adaptive Object Detection
SADA (ResNet50-FPN, 1024px)54.2Align and Distill: Unifying and Improving Domain Adaptive Object Detection
ALDI-DETR (ResNet-50, 800px)44.8Align and Distill: Unifying and Improving Domain Adaptive Object Detection
ILLUME43.8To miss-attend is to misalign! Residual Self-Attentive Feature Alignment for Adapting Object Detectors
ALDI-YOLO (1024px)62.5Align and Distill: Unifying and Improving Domain Adaptive Object Detection
SAD45.2Self-Adversarial Disentangling for Specific Domain Adaptation-
LGCL (unsupervised)45.3Improving Object Detection via Local-global Contrastive Learning-
AT (ResNet50-FPN, 1024px)63.3Align and Distill: Unifying and Improving Domain Adaptive Object Detection
SSA-DA42.5Bi-Dimensional Feature Alignment for Cross-Domain Object Detection-
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