Search Results for author: Zhiyuan Cheng

Found 4 papers, 1 papers with code

Fusion is Not Enough: Single Modal Attacks on Fusion Models for 3D Object Detection

no code implementations28 Apr 2023 Zhiyuan Cheng, Hongjun Choi, James Liang, Shiwei Feng, Guanhong Tao, Dongfang Liu, Michael Zuzak, Xiangyu Zhang

We argue that the weakest link of fusion models depends on their most vulnerable modality, and propose an attack framework that targets advanced camera-LiDAR fusion-based 3D object detection models through camera-only adversarial attacks.

3D Object Detection Autonomous Driving +2

Physical Attack on Monocular Depth Estimation with Optimal Adversarial Patches

no code implementations11 Jul 2022 Zhiyuan Cheng, James Liang, Hongjun Choi, Guanhong Tao, Zhiwen Cao, Dongfang Liu, Xiangyu Zhang

Experimental results show that our method can generate stealthy, effective, and robust adversarial patches for different target objects and models and achieves more than 6 meters mean depth estimation error and 93% attack success rate (ASR) in object detection with a patch of 1/9 of the vehicle's rear area.

3D Object Detection Autonomous Driving +3

Music Style Classification with Compared Methods in XGB and BPNN

no code implementations3 Dec 2019 Lifeng Tan, Cong Jin, Zhiyuan Cheng, Xin Lv, Leiyu Song

Scientists have used many different classification methods to solve the problem of music classification.

Classification General Classification +1

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