activity
20192024
most citedTemporal Consistency Checks to Detect LiDAR Spoofing Attacks on Autonomous Vehicle Perception

25 citations · 38 across the 5 of their papers we have counts for

collaborators

7 papers

cs.CV2024

Adversarial 3D Virtual Patches using Integrated Gradients

Chengzeng You, Zhongyuan Hau, Binbin Xu +1

LiDAR sensors are widely used in autonomous vehicles to better perceive the environment. However, prior works have shown that LiDAR signals can be spoofed to hide real objects from…

cs.CV2022

Using 3D Shadows to Detect Object Hiding Attacks on Autonomous Vehicle Perception

Zhongyuan Hau, Soteris Demetriou, Emil C. Lupu

Autonomous Vehicles (AVs) are mostly reliant on LiDAR sensors which enable spatial perception of their surroundings and help make driving decisions. Recent works demonstrated attac…

cs.LG2022★ 1 cited

Jacobian Ensembles Improve Robustness Trade-offs to Adversarial Attacks

Kenneth T. Co, David Martinez-Rego, Zhongyuan Hau +1

Deep neural networks have become an integral part of our software infrastructure and are being deployed in many widely-used and safety-critical applications. However, their integra…

cs.CR2021★ 25 cited

Temporal Consistency Checks to Detect LiDAR Spoofing Attacks on Autonomous Vehicle Perception

Chengzeng You, Zhongyuan Hau, Soteris Demetriou

LiDAR sensors are used widely in Autonomous Vehicles for better perceiving the environment which enables safer driving decisions. Recent work has demonstrated serious LiDAR spoofin…

cs.CV2021

Object Removal Attacks on LiDAR-based 3D Object Detectors

Zhongyuan Hau, Kenneth T. Co, Soteris Demetriou +1

LiDARs play a critical role in Autonomous Vehicles' (AVs) perception and their safe operations. Recent works have demonstrated that it is possible to spoof LiDAR return signals to…

hep-th2020★ 12 cited

Non-equilibrium effective field theory and second sound

Michael J. Landry

We investigate the phenomenon of second sound in various states of matter from the perspective of non-equilibrium effective field theory (EFT). In particular, for each state of mat…