Object Detection on PASCAL-VOC 07+12
82.5mAP50%Standard
Evaluation Results
| Method | Links | |
|---|---|---|
| StandardModel=YOLOv8s, Attack=Clean2024.12 | 82.5 | |
| StandardModel=YOLOv5s, Attack=Clean2024.12 | 73.3 | |
| UnderloadModel=YOLOv8s, Attack=Clean2024.12 | 72.6 | |
| UnderloadModel=YOLOv8s, Attack=Daedalus2024.12 | 69.7 | |
| UnderloadModel=YOLOv5s, Attack=Clean2024.12 | 68.9 | |
| MTDModel=YOLOv8s, Attack=Clean2024.12 | 68.8 | |
| ODDModel=YOLOv8s, Attack=Clean2024.12 | 68.7 | |
| UnderloadModel=YOLOv8s, Attack=Overload2024.12 | 66.5 | |
| UnderloadModel=YOLOv8s, Attack=Phantom2024.12 | 66.1 | |
| MTDModel=YOLOv8s, Attack=Daedalus2024.12 | 65.1 | |
| ODDModel=YOLOv8s, Attack=Phantom2024.12 | 64.6 | |
| ODDModel=YOLOv8s, Attack=Daedalus2024.12 | 64.3 | |
| ODDModel=YOLOv8s, Attack=Overload2024.12 | 62.4 | |
| UnderloadModel=YOLOv5s, Attack=Phantom2024.12 | 61.3 | |
| MTDModel=YOLOv8s, Attack=Phantom2024.12 | 61.3 | |
| MTDModel=YOLOv5s, Attack=Clean2024.12 | 57.7 | |
| ODDModel=YOLOv5s, Attack=Clean2024.12 | 55.9 | |
| StandardModel=YOLOv3t, Attack=Clean2024.12 | 55.8 | |
| MTDModel=YOLOv5s, Attack=Phantom2024.12 | 54.7 | |
| ODDModel=YOLOv5s, Attack=Phantom2024.12 | 53.3 | |
| UnderloadModel=YOLOv5s, Attack=Overload2024.12 | 53.3 | |
| MTDModel=YOLOv8s, Attack=Overload2024.12 | 53 | |
| UnderloadModel=YOLOv5s, Attack=Daedalus2024.12 | 50.3 | |
| MTDModel=YOLOv5s, Attack=Daedalus2024.12 | 50.1 | |
| MTDModel=YOLOv5s, Attack=Overload2024.12 | 49.4 | |
| ODDModel=YOLOv5s, Attack=Overload2024.12 | 49.2 | |
| UnderloadModel=YOLOv3t, Attack=Clean2024.12 | 48.5 | |
| ODDModel=YOLOv5s, Attack=Daedalus2024.12 | 48.4 | |
| UnderloadModel=YOLOv3t, Attack=Daedalus2024.12 | 42.8 | |
| UnderloadModel=YOLOv3t, Attack=Phantom2024.12 | 41.3 | |
| MTDModel=YOLOv3t, Attack=Clean2024.12 | 38.3 | |
| ODDModel=YOLOv3t, Attack=Clean2024.12 | 35.8 | |
| UnderloadModel=YOLOv3t, Attack=Overload2024.12 | 33.3 | |
| ODDModel=YOLOv3t, Attack=Daedalus2024.12 | 32.4 | |
| MTDModel=YOLOv3t, Attack=Daedalus2024.12 | 32.3 | |
| MTDModel=YOLOv3t, Attack=Phantom2024.12 | 31.7 | |
| ODDModel=YOLOv3t, Attack=Phantom2024.12 | 31.5 | |
| MTDModel=YOLOv3t, Attack=Overload2024.12 | 29.9 | |
| ODDModel=YOLOv3t, Attack=Overload2024.12 | 29.4 | |
| StandardModel=YOLOv8s, Attack=Daedalus2024.12 | 18.8 | |
| StandardModel=YOLOv5s, Attack=Daedalus2024.12 | 12.8 | |
| StandardModel=YOLOv8s, Attack=Overload2024.12 | 7.7 | |
| StandardModel=YOLOv5s, Attack=Phantom2024.12 | 7.5 | |
| StandardModel=YOLOv8s, Attack=Phantom2024.12 | 6.8 | |
| StandardModel=YOLOv3t, Attack=Phantom2024.12 | 5.4 | |
| StandardModel=YOLOv3t, Attack=Overload2024.12 | 5.2 | |
| StandardModel=YOLOv5s, Attack=Overload2024.12 | 4.5 | |
| StandardModel=YOLOv3t, Attack=Daedalus2024.12 | 2.4 |