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K
홈
SOTA
Unsupervised Domain Adaptation
Unsupervised Domain Adaptation On Sim10K To 3
Unsupervised Domain Adaptation On Sim10K To 3
평가 지표
mAP@0.5
평가 결과
이 벤치마크에서 각 모델의 성능 결과
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모델 이름
mAP@0.5
Paper Title
Repository
SADA (ResNet50-FPN, 1024px)
71.8
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
ILLUME
53.1
To miss-attend is to misalign! Residual Self-Attentive Feature Alignment for Adapting Object Detectors
MRT
62.0
Masked Retraining Teacher-Student Framework for Domain Adaptive Object Detection
ALDI-YOLO (1024px)
75.0
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
UMT (ResNet50-FPN, 1024px)
58.7
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
MIC (ResNet50-FPN, 1024px)
73.1
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
MILA
57.4
MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object Detection
ViSGA
52.1
Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection
AT (ResNet50-FPN, 1024px)
72.0
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
AWADA
54.1
AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection
-
PT (ResNet50-FPN, 1024px)
70.6
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
ALDI++ (ResNet50-FPN, 1024px)
78.2
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
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