2026
Foundation Model Priors Enhance Object Focus in Feature Space for Source-Free Object Detection
CVPR 2026
Current state-of-the-art approaches in Source-Free Object Detection (SFOD) typically rely on Mean-Teacher self-labeling. However, domain shift often reduces the detector's ability to maintain strong object-focused representations, causing high-confidence activations over background clutter and unrel