Object Detection on MS-COCO (test) (Adversarial Robustness)
45.1Clean ScoreSTD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| STDBackbone=VGG16-BN, Detector=SSD, Resolution=300x300, epsilon=82021.03 | 45.1 | 13.3 | 16.7 | 3 | 2.9 | 0.3 | |
| MTD-fastBackbone=VGG16-BN, Detector=SSD, Resolution=300x300, epsilon=82021.03 | 24.2 | 16.7 | 18.2 | 13 | 13.4 | 7.7 | |
| CWATBackbone=VGG16-BN, Detector=SSD, Resolution=300x300, epsilon=82021.03 | 23.7 | 16.8 | 18.9 | 14.2 | 15.5 | 9.2 | |
| OWATBackbone=VGG16-BN, Detector=SSD, Resolution=300x300, epsilon=82021.03 | 21.1 | 12.9 | 16.9 | 10 | 14 | 7.4 | |
| MTDBackbone=VGG16-BN, Detector=SSD, Resolution=300x300, epsilon=82021.03 | 19 | 12.7 | 14.6 | 11 | 13.5 | 8.2 | |
| TOAT-6Backbone=VGG16-BN, Detector=SSD, Resolution=300x300, epsilon=8, Adversarial training steps=62021.03 | 18.2 | 12 | 14.8 | 9.8 | 12.3 | 7.4 |