Xin Xia

ROSE: Roadside Oversight-Guided Scenario Enhancement with Self-Supervised Coupling for multi-modal Perception

Experimental results show that ROSE achieves competitive detection accuracy while providing improved robustness and cross-modal consistency across adverse weather scenarios, demonstrating strong generalization potential for roadside multi-modal perception under challenging environmental conditions.