Adversarial Attacks on Traffic Sign Recognition: A Survey

• Published in: 2023 3rd International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME) pp. 1 - 6
• Main Authors: Pavlitska, Svetlana, Lambing, Nico, Zollner, J. Marius
• Format: Conference Proceeding
• Language: English
• Published: IEEE 19.07.2023
• Subjects: adversarial attacks; Artificial neural networks; Autonomous vehicles; Computational modeling; image classification; Mechatronics; object detection; Surveys; traffic sign recognition

Traffic sign recognition is an essential component of perception in autonomous vehicles, which is currently performed almost exclusively with deep neural networks (DNNs). However, DNNs are known to be vulnerable to adversarial attacks. Several previous works have demonstrated the feasibility of adve...