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Table 2.
Recognition accuracy (%) under grey-box attacks with control parameter (Para.) as ϵ in L∞ for BIM, PGD and SPSA. The ensemble size is K = 3. The best performance is marked in bold.
| Attacks | ImageNet100 |
||||
|---|---|---|---|---|---|
| Para. | Single | DEG | ADP | WC+SWC | |
| No Attack | – | 83.66 | 84.36 | 84.68 | 83.98 |
| PGD | 0.003 | 8.54 | 62.58 | 46.12 | 64.16 |
| 0.005 | 11.23 | 46.04 | 29.74 | 56.44 | |
| BIM | 0.003 | 4.38 | 58.48 | 40.12 | 61.62 |
| 0.005 | 2.21 | 39.26 | 26.4 | 51.32 | |
| SPSA5 | 0.003 | 66.84 | 78.32 | 78.42 | 78.84 |
| 0.005 | 53.88 | 75.5 | 68.36 | 75.84 | |
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