AdaTent++: reliability-guided hybrid test-time adaptation for traffic sign detection under distribution shift
AdaTent++, a reliability-guided hybrid TTA framework for traffic sign detection, combines predictive entropy and cross-view agreement to select among a smoothed batched normalization (BN)-statistics update, a guarded BN-affine gradient update, and no adaptation.