Multi-Scenario Generalization via DVPCA and Reliability Analysis of Object Detection in Intelligent Systems
Camera-based object detectors often suffer severe performance degradation under unseen adverse weather conditions, posing significant challenges to reliable autonomous driving perception. Existing physical-guided augmentation methods improve domain generalization by simulating realistic environmental degradations, yet...