Original ResearchPublished 9 September 2026AdaTent++: reliability-guided hybrid test-time adaptation for traffic sign detection under distribution shiftXiaomei Gai · Meichun Wang · Yantong Guo · Shiyu Wang · Ye Li · Rui FuFrontiers in Signal Processingdoi 10.3389/frsip.2026.1842851