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Unsupervised Domain Adaptation On Cityscapes 1

Metrics

mAP@0.5

Results

Performance results of various models on this benchmark

Paper Title
ALDI++ (ResNet50-FPN, 1024px)66.8Align and Distill: Unifying and Improving Domain Adaptive Object Detection
AT (ResNet50-FPN, 1024px)63.3Align and Distill: Unifying and Improving Domain Adaptive Object Detection
ALDI-YOLO (1024px)62.5Align and Distill: Unifying and Improving Domain Adaptive Object Detection
MIC (ResNet50-FPN, 1024px)61.7Align and Distill: Unifying and Improving Domain Adaptive Object Detection
UMT (ResNet50-FPN, 1024px)61.4Align and Distill: Unifying and Improving Domain Adaptive Object Detection
PT (ResNet50-FPN, 1024px)59.2Align and Distill: Unifying and Improving Domain Adaptive Object Detection
SADA (ResNet50-FPN, 1024px)54.2Align and Distill: Unifying and Improving Domain Adaptive Object Detection
MRT51.2Masked Retraining Teacher-Student Framework for Domain Adaptive Object Detection
MIC47.6MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation
O2net46.8Improving Transferability for Domain Adaptive Detection Transformers
LGCL (supervised)46.7Improving Object Detection via Local-global Contrastive Learning
LGCL (unsupervised)45.3Improving Object Detection via Local-global Contrastive Learning
SAD45.2Self-Adversarial Disentangling for Specific Domain Adaptation
AWADA44.8AWADA: Attention-Weighted Adversarial Domain Adaptation for 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
ViSGA43.3Seeking Similarities over Differences: Similarity-based Domain Alignment for Adaptive Object Detection
SSA-DA42.5Bi-Dimensional Feature Alignment for Cross-Domain Object Detection
DDF42.3Decompose to Adapt: Cross-domain Object Detection via Feature Disentanglement
DA-RetinaNet41.87An Unsupervised Domain Adaptation Scheme for Single-Stage Artwork Recognition in Cultural Sites
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