Adversarial Attack on FLIR ADAS 1.3 (test)
96.31ASR (%)Ours (Mesh Shadow Attack)
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours (Mesh Shadow Attack)Target Detector=Faster R-CNN2024.05 | 96.31 | |
| Ours (Mesh Shadow Attack)Target Detector=SSD2024.05 | 95.8 | |
| Ours (Mesh Shadow Attack)Target Detector=RetinaNet2024.05 | 86.83 | |
| Ours (Mesh Shadow Attack)Target Detector=YOLOv32024.05 | 86.52 | |
| Ours (Mesh Shadow Attack)Target Detector=Deformable2024.05 | 83.83 | |
| Ours (Mesh Shadow Attack)Target Detector=Libra2024.05 | 79.04 | |
| Ours (Mesh Shadow Attack)Target Detector=Cascade2024.05 | 73.35 | |
| Random shapeTarget Detector=YOLOv32024.05 | 50 | |
| Random shapeTarget Detector=SSD2024.05 | 45.81 | |
| UAPTarget Detector=YOLOv32024.05 | 39.82 | |
| AIPTarget Detector=YOLOv32024.05 | 38.32 | |
| UAPTarget Detector=Cascade2024.05 | 38.02 | |
| UAPTarget Detector=SSD2024.05 | 36.83 | |
| UAPTarget Detector=Libra2024.05 | 33.23 | |
| AIPTarget Detector=Cascade2024.05 | 32.93 | |
| UAPTarget Detector=RetinaNet2024.05 | 31.44 | |
| Random shapeTarget Detector=Libra2024.05 | 28.74 | |
| AIPTarget Detector=Libra2024.05 | 27.54 | |
| AIPTarget Detector=Deformable2024.05 | 27.54 | |
| OriginTarget Detector=YOLOv32024.05 | 25.15 | |
| UAPTarget Detector=Deformable2024.05 | 24.25 | |
| Random shapeTarget Detector=Cascade2024.05 | 23.95 | |
| Random shapeTarget Detector=Deformable2024.05 | 23.65 | |
| AIPTarget Detector=SSD2024.05 | 23.65 | |
| UAPTarget Detector=Faster R-CNN2024.05 | 20.06 | |
| OriginTarget Detector=Cascade2024.05 | 18.86 | |
| Random shapeTarget Detector=Faster R-CNN2024.05 | 18.26 | |
| Random shapeTarget Detector=RetinaNet2024.05 | 17.07 | |
| OriginTarget Detector=Libra2024.05 | 16.47 | |
| OriginTarget Detector=SSD2024.05 | 15.27 | |
| AIPTarget Detector=RetinaNet2024.05 | 15.27 | |
| AIPTarget Detector=Faster R-CNN2024.05 | 14.97 | |
| OriginTarget Detector=Deformable2024.05 | 12.28 | |
| OriginTarget Detector=RetinaNet2024.05 | 4.49 | |
| OriginTarget Detector=Faster R-CNN2024.05 | 2.1 |