Lateral-direction localization attack in high-level autonomous driving: Domain-specific defense opportunity via lane detection

J Shen, Y Luo, Z Wan, QA Chen - 2023 IEEE/RSJ International …, 2023 - ieeexplore.ieee.org
Localization in high-level Autonomous Driving (AD) systems is highly security critical.
Recently, researchers found that state-of-the-art Multi-Sensor Fusion (MSF) based …

Attacking Multi-Sensor Fusion based Localization in High-Level Autonomous Driving

J Shen, JY Won, Z Chen… - 2021 IEEE Security and …, 2021 - ieeexplore.ieee.org
To enable high-level driving automation [1], the Autonomous Driving (AD) system in an
Autonomous Vehicle (AV) needs to perform centimeter-level localization of its own global …

Drift with devil: Security of {Multi-Sensor} fusion based localization in {High-Level} autonomous driving under {GPS} spoofing

J Shen, JY Won, Z Chen, QA Chen - 29th USENIX security symposium …, 2020 - usenix.org
For high-level Autonomous Vehicles (AV), localization is highly security and safety critical.
One direct threat to it is GPS spoofing, but fortunately, AV systems today predominantly use …

Vehicles lane-changing behavior detection

I Baek, M He - arXiv preprint arXiv:1808.07518, 2018 - arxiv.org
The lane-level localization accuracy is very important for autonomous vehicles. The Global
Navigation Satellite System (GNSS), eg GPS, is a generic localization method for vehicles …

Targeted attack on deep rl-based autonomous driving with learned visual patterns

P Buddareddygari, T Zhang, Y Yang… - … on Robotics and …, 2022 - ieeexplore.ieee.org
Recent studies demonstrated the vulnerability of control policies learned through deep
reinforcement learning against adversarial attacks, raising concerns about the application of …

A unified anomaly detection methodology for lane-following of autonomous driving systems

X Han, K Chen, Y Zhou, M Qiu, C Fan… - 2021 IEEE Intl Conf …, 2021 - ieeexplore.ieee.org
Autonomous Vehicles (AVs) are equipped with various sensors and controlled by
Autonomous Driving Systems (ADSs) to provide high-level autonomy. When interacting with …

Localization and navigation in autonomous driving: Threats and countermeasures

Q Luo, Y Cao, J Liu… - IEEE Wireless …, 2019 - ieeexplore.ieee.org
With the growing number of research studies on autonomous driving, a lot of new
technologies for self-driving cars are also constantly emerging. While significantly promoting …

Infrastructure-enabled GPS spoofing detection and correction

F Wang, Y Hong, X Ban - IEEE Transactions on Intelligent …, 2023 - ieeexplore.ieee.org
Accurate and robust localization is crucial for supporting high-level driving automation and
safety. Modern localization solutions rely on various sensors, among which GPS has been …

Too good to be safe: Tricking lane detection in autonomous driving with crafted perturbations

P Jing, Q Tang, Y Du, L Xue, X Luo, T Wang… - 30th USENIX Security …, 2021 - usenix.org
Autonomous driving is developing rapidly and has achieved promising performance by
adopting machine learning algorithms to finish various tasks automatically. Lane detection is …

GPS location spoofing attack detection for enhancing the security of autonomous vehicles

M Kamal, A Barua, C Vitale… - 2021 IEEE 94th …, 2021 - ieeexplore.ieee.org
Attacks on the GPS receiver of Connected and Autonomous Vehicles (CAV) and specifically
GPS location spoofing is of great concern for the automotive industry as the attacker can …