Novel Cross-Channel Soft-XOR Adversarial Engine-based Advanced Autonomous Driving Security for Traffic Sign Recognition System
AbstractDeep neural networks deployed in edge-computing perception layers are the backbone of modernautonomous driving systems. While the state-of-the-art YOLOv12 architecture family deliversunprecedented real-time object detection performance, its vulnerability to sophisticated adversarialmanipulation remains a critic...