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Unsupervised Domain Adaptation On Sim10K To 3
Unsupervised Domain Adaptation On Sim10K To 3
평가 지표
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평가 결과
이 벤치마크에서 각 모델의 성능 결과
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모델 이름
[email protected]
Paper Title
Repository
SADA (ResNet50-FPN, 1024px)
71.8
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
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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
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MILA
57.4
MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object Detection
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ViSGA
52.1
Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection
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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
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PT (ResNet50-FPN, 1024px)
70.6
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
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ALDI++ (ResNet50-FPN, 1024px)
78.2
Align and Distill: Unifying and Improving Domain Adaptive Object Detection
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