IEEE

Region Confidence Refinement with Progressive Semantic Mining for Source-Free Domain ...

Source-Free Domain Adaptive (SFDA) object detection addresses the challenges of detection in scenarios where both source domain data and target domain labels are unavailable. Due to the lack of data ...
IEEE

Instance-Distance Active Learning for Source-Free Cross-Domain Object Detection

Abstract: Source-Free Domain Adaptive Object Detection (SFDA-OD) aims to apply a pre-trained detector from the source domain to unlabeled data in the target domain. Existing methods typically utilize ...