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Related papers: SoK: Security of the Image Processing Pipeline for…

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The widespread deployment of Deep Learning-based Face Recognition Systems raises many security concerns. While prior research has identified backdoor vulnerabilities on isolated components, Backdoor Attacks on real-world, unconstrained…

Computer Vision and Pattern Recognition · Computer Science 2026-01-21 Quentin Le Roux , Yannick Teglia , Teddy Furon , Philippe Loubet-Moundi , Eric Bourbao

Autonomous vehicles (AVs) increasingly rely on multi-sensor perception pipelines that combine data from cameras, lidar, radar, and other modalities to interpret the environment. This SoK systematizes 48 peer-reviewed studies on…

Cryptography and Security · Computer Science 2026-04-23 Shahriar Rahman Khan , Tariqul Islam , Raiful Hasan

Autonomous vehicles, including self driving cars, ground robots, and drones, rely on multi-modal sensor pipelines for safe operation, yet remain vulnerable to adversarial sensor attacks. A critical gap is the lack of a systematic end-to-end…

Cryptography and Security · Computer Science 2025-11-18 Qingzhao Zhang , Shaocheng Luo , Z. Morley Mao , Miroslav Pajic , Michael K. Reiter

Users are demanding increased data security. As a result, security is rapidly becoming a first-order design constraint in next generation computing systems. Researchers and practitioners are exploring various security technologies to meet…

Cryptography and Security · Computer Science 2021-05-04 Deeksha Dangwal , Meghan Cowan , Armin Alaghi , Vincent T. Lee , Brandon Reagen , Caroline Trippel

Autonomous systems such as self-driving cars rely on sensors to perceive the surrounding world. Measures must be taken against attacks on sensors, which have been a hot topic in the last few years. For that goal one must first evaluate how…

Cryptography and Security · Computer Science 2021-03-15 Koichi Shimizu , Daisuke Suzuki , Ryo Muramatsu , Hisashi Mori , Tomoyuki Nagatsuka , Tsutomu Matsumoto

The application of artificial intelligence technology has greatly enhanced and fortified the safety of energy pipelines, particularly in safeguarding against external threats. The predominant methods involve the integration of intelligent…

Machine Learning · Computer Science 2023-12-27 Chengyuan Zhu , Yiyuan Yang , Kaixiang Yang , Haifeng Zhang , Qinmin Yang , C. L. Philip Chen

Robotic Vehicles (RVs) have gained great popularity over the past few years. Meanwhile, they are also demonstrated to be vulnerable to sensor spoofing attacks. Although a wealth of research works have presented various attacks, some key…

Cryptography and Security · Computer Science 2023-03-03 Yuan Xu , Xingshuo Han , Gelei Deng , Jiwei Li , Yang Liu , Tianwei Zhang

The increasing prevalence of software vulnerabilities necessitates automated vulnerability repair (AVR) techniques. This Systematization of Knowledge (SoK) provides a comprehensive overview of the AVR landscape, encompassing both synthetic…

Cryptography and Security · Computer Science 2025-02-03 Ying Li , Faysal hossain shezan , Bomin wei , Gang Wang , Yuan Tian

Side-channel attacks that leak sensitive information through a computing device's interaction with its physical environment have proven to be a severe threat to devices' security, particularly when adversaries have unfettered physical…

Cryptography and Security · Computer Science 2021-06-15 Ileana Buhan , Lejla Batina , Yuval Yarom , Patrick Schaumont

Autonomous Driving (AD) systems rely on AI components to make safety and correct driving decisions. Unfortunately, today's AI algorithms are known to be generally vulnerable to adversarial attacks. However, for such AI component-level…

Many recent papers have proposed novel electrical measurements or physical inspection technologies for defending printed circuit boards (PCBs) and printed circuit board assemblies (PCBAs) against tampering. As motivation, these papers…

Cryptography and Security · Computer Science 2024-10-15 Jacob Harrison , Nathan Jessurun , Mark Tehranipoor

In the current landscape of autonomous vehicle (AV) safety and security research, there are multiple isolated problems being tackled by the community at large. Due to the lack of common evaluation criteria, several important research…

The identification and removal of systematic errors in object detectors can be a prerequisite for their deployment in safety-critical applications like automated driving and robotics. Such systematic errors can for instance occur under very…

Computer Vision and Pattern Recognition · Computer Science 2023-09-26 Valentyn Boreiko , Matthias Hein , Jan Hendrik Metzen

Nowadays, systematic security risk analysis plays a vital role in the automotive domain. The demand for advanced driver assistance systems and connectivity of vehicles to the internet makes cyber-security a crucial requirement for vehicle…

Cryptography and Security · Computer Science 2023-07-06 Mohamed Abouelnaga , Christine Jakobs

Cooperative, Connected and Automated Mobility (CCAM) are complex cyber-physical systems (CPS) that integrate computation, communication, and control in safety-critical environments. At their core, System-on-Chip (SoC) platforms consolidate…

Software Engineering · Computer Science 2025-10-10 Srijita Basu , Haraldsson Bengt , Miroslaw Staron , Christian Berger , Jennifer Horkoff , Magnus Almgren

End-to-end learning has emerged as a major paradigm for developing autonomous systems. Unfortunately, with its performance and convenience comes an even greater challenge of safety assurance. A key factor of this challenge is the absence of…

Machine Learning · Computer Science 2024-06-21 Zhenjiang Mao , Carson Sobolewski , Ivan Ruchkin

For decades, the Controller Area Network (CAN) has served as the primary in-vehicle bus (IVB) and extended its use to many non-vehicular systems. Over the past years, CAN security has been intensively scrutinized, yielding extensive…

Cryptography and Security · Computer Science 2025-10-06 Khaled Serag , Zhaozhou Tang , Sungwoo Kim , Vireshwar Kumar , Dave , Tian , Saman Zonouz , Raheem Beyah , Dongyan Xu , Z. Berkay Celik

Many creative ideas are being proposed for image sensor designs, and these may be useful in applications ranging from consumer photography to computer vision. To understand and evaluate each new design, we must create a corresponding image…

Computer Vision and Pattern Recognition · Computer Science 2017-10-11 Haomiao Jiang , Qiyuan Tian , Joyce Farrell , Brian Wandell

Intelligent Transportation Systems (ITS) have been widely deployed across major metropolitan regions worldwide to improve roadway safety, optimize traffic flow, and reduce environmental impacts. These systems integrate advanced sensors,…

Cryptography and Security · Computer Science 2025-09-23 Minhaj Uddin Ahmad , Akid Abrar , Sagar Dasgupta , Mizanur Rahman

Autonomous vehicles (AVs) promise efficient, clean and cost-effective transportation systems, but their reliance on sensors, wireless communications, and decision-making systems makes them vulnerable to cyberattacks and physical threats.…

Cryptography and Security · Computer Science 2026-04-15 Chieh Tsai , Murad Mehrab Abrar , Salim Hariri
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