Adversarial Detection on MS COCO (test)
93.9FGSM Detection RateGradID
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GradIDDetection Mode=Batch-wise or Single-sample2025.12 | 93.9 | 95.3 | 86.2 | 85.4 | 87.6 | |
| HM2025.12 | 85.6 | 89.6 | 84.9 | 78.3 | 75.8 | |
| AAE2025.12 | 77.3 | 82 | 69.1 | 56.5 | 55.1 | |
| HSJ2025.12 | 76.6 | 73.9 | 68.3 | 58.8 | 57.5 | |
| MH-UI2025.12 | 76 | 80.3 | 37.5 | 47.5 | 50.1 | |
| DTBA2025.12 | 74.6 | 79.8 | 37.8 | 34 | 31.6 | |
| Sim-DNN2025.12 | 63.5 | 74.1 | 37.8 | 24.2 | 22.8 | |
| MADM2025.12 | 61.2 | 64.8 | 22.8 | 18.5 | 14 | |
| SAC2025.12 | 58.7 | 56.3 | 37.8 | 21.1 | 16.8 | |
| MF2025.12 | 48.8 | 56.4 | 17.7 | 15.9 | 11.5 | |
| FCB2025.12 | 46.7 | 51.1 | 14.4 | 14.3 | 10.5 |