notesum.ai
Published at November 4LiDAttack: Robust Black-box Attack on LiDAR-based Object Detection
cs.CV
cs.AI
Released Date: November 4, 2024
Authors: Jinyin Chen, Danxin Liao, Sheng Xiang, Haibin Zheng

| Model | Perturbation Points | Pedestrian | Cyclist |
|---|---|---|---|
| PointRCNN | 5(0.031%) | 0.51 | 0.61 |
| 10(0.061%) | 0.64 | 0.67 | |
| 20(0.122%) | 0.82 | 0.87 | |
| 40(0.242%) | 0.90 | 0.93 | |
| Average | 0.72 | 0.77 | |
| PointPillar | 5(0.002%) | 0.32 | 0.30 |
| 10(0.003%) | 0.47 | 0.52 | |
| 20(0.007%) | 0.68 | 0.75 | |
| 40(0.013%) | 0.90 | 0.94 | |
| Average | 0.59 | 0.63 | |
| PV-RCNN++ | 5(0.002%) | 0.12 | 0.20 |
| 10(0.003%) | 0.32 | 0.40 | |
| 20(0.007%) | 0.56 | 0.61 | |
| 40(0.013%) | 0.75 | 0.78 | |
| Average | 0.44 | 0.50 |