Table 3. The mAP of three basic hyper-parameter combinations in I-FGSM and PGD.
| Method | Plan | Para. setting | mAP ↓ | ||
|---|---|---|---|---|---|
| I-FGSM | A | 1.0 | 1.0 | 5.0 | 2.36% |
| B | 3.0 | 1.0 | 3.0 | 3.17% | |
| C | 5.0 | 1.0 | 5.0 | 3.08% | |
| PGD | A | 1.0 | 1.0 | 5.0 | 4.55% |
| B | 3.0 | 1.0 | 3.0 | 4.18% | |
| C | 5.0 | 1.0 | 5.0 | 4.53% | |
| Method | Plan | Para. setting | mAP ↓ | ||
|---|---|---|---|---|---|
| I-FGSM | A | 1.0 | 1.0 | 5.0 | 2.36% |
| B | 3.0 | 1.0 | 3.0 | 3.17% | |
| C | 5.0 | 1.0 | 5.0 | 3.08% | |
| PGD | A | 1.0 | 1.0 | 5.0 | 4.55% |
| B | 3.0 | 1.0 | 3.0 | 4.18% | |
| C | 5.0 | 1.0 | 5.0 | 4.53% | |