Open Access
表4
定向攻击对比结果
| 目标模型 | 攻击算法 | RAS | Fc | Navg | |
| AlexNet | 密 集 |
FGSM | 0.233 0 | 0.307 0 | 12 000 |
| C & W | 0.286 8 | 0.345 2 | 16 019 | ||
| 稀 疏 |
JSMA | 0.809 9 | 0.613 7 | 226 | |
| OnePixel | 0.180 3 | 0.263 7 | 164 | ||
| DE-JSMA | 0.787 9 | 0.678 4 | 98 | ||
| VGG16 | 密 集 |
FGSM | 0.252 6 | 0.352 0 | 16 258 |
| C & W | 0.448 5 | 0.428 6 | 16 093 | ||
| 稀 疏 |
JSMA | 0.900 0 | 0.635 5 | 422 | |
| OnePixel | 0.201 3 | 0.274 6 | 174 | ||
| DE-JSMA | 0.868 0 | 0.661 6 | 139 | ||
| ResNet18 | 密 集 |
FGSM | 0.439 6 | 0.541 9 | 16 268 |
| C & W | 0.609 9 | 0.504 9 | 16 075 | ||
| 稀 疏 |
JSMA | 0.900 0 | 0.653 8 | 518 | |
| OnePixel | 0.283 5 | 0.321 7 | 163 | ||
| DE-JSMA | 0.900 0 | 0.679 5 | 107 | ||
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