Unsupervised Domain Adaptation On Sim10K To 3

Metrics

mAP@0.5

Results

Performance results of various models on this benchmark

		Paper Title
ALDI++ (ResNet50-FPN, 1024px)	78.2	Align and Distill: Unifying and Improving Domain Adaptive Object Detection
ALDI-YOLO (1024px)	75.0	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
AT (ResNet50-FPN, 1024px)	72.0	Align and Distill: Unifying and Improving Domain Adaptive Object Detection
SADA (ResNet50-FPN, 1024px)	71.8	Align and Distill: Unifying and Improving Domain Adaptive Object Detection
PT (ResNet50-FPN, 1024px)	70.6	Align and Distill: Unifying and Improving Domain Adaptive Object Detection
MRT	62.0	Masked Retraining Teacher-Student Framework for Domain Adaptive Object Detection
UMT (ResNet50-FPN, 1024px)	58.7	Align and Distill: Unifying and Improving Domain Adaptive Object Detection
MILA	57.4	MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object Detection
AWADA	54.1	AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection
ILLUME	53.1	To miss-attend is to misalign! Residual Self-Attentive Feature Alignment for Adapting Object Detectors
ViSGA	52.1	Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection

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