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Noureddine Liouane

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#edge computing Open access Oct 2026

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...

Seifeddine Messaoud, Mohamed Ali HAJJAJI, Noureddine Liouane et al. · 0 citations

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