Author

Mohamed Atri

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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. · Zenodo (CERN European Organi... · 0 citations

#edge computing Open access Sep 2026

YOLOv8-FLEO: Fuzzy-Label Emotion Orthogonalization for Real-Time Facial-Expression Recognition Implementation

Facial Expression Recognition (FER) models frequently struggle with intrinsic emotional label ambiguities caused by overlapping facial action units, leading to high misclassification rates among confusable categories such as fear and disgust. Simultaneously, deploying advanced deep learning architectures enhanced with...

Olfa Askri, Seifeddine Messaoud, Mohamed Ali Hajjaji et al. · Algorithms · 0 citations