Open Access
表3
非定向攻击对比结果
| 目标模型 | 攻击算法 | RAS | Fc | Navg | |
| AlexNet | 密 集 |
FGSM | 1.000 0 | 0.949 0 | 14 992 |
| C & W | 1.000 0 | 0.658 5 | 16 031 | ||
| DeepFool | 1.000 0 | 0.754 4 | 14 992 | ||
| 稀 疏 |
SparseFool | 1.000 0 | 0.927 5 | 1 525 | |
| OnePixel | 0.725 3 | 0.723 3 | 179 | ||
| DE-JSMA | 1.000 0 | 0.842 0 | 15 | ||
| VGG16 | 密 集 |
FGSM | 0.989 7 | 0.935 2 | 16 236 |
| C & W | 1.000 0 | 0.660 0 | 16 091 | ||
| DeepFool | 0.948 5 | 0.753 1 | 16 236 | ||
| 稀 疏 |
SparseFool | 0.927 8 | 0.902 2 | 8 515 | |
| OnePixel | 0.762 9 | 0.753 0 | 191 | ||
| DE-JSMA | 1.000 0 | 0.748 7 | 43 | ||
| ResNet18 | 密 集 |
FGSM | 1.000 0 | 0.985 7 | 16 250 |
| C & W | 1.000 0 | 0.669 3 | 16 088 | ||
| DeepFool | 0.945 1 | 0.634 9 | 16 256 | ||
| 稀 疏 |
SparseFool | 0.967 0 | 0.906 1 | 2 066 | |
| OnePixel | 0.912 1 | 0.944 9 | 180 | ||
| DE-JSMA | 1.000 0 | 0.742 4 | 51 | ||
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