Targeted Adversarial Attack Model Robustness Evaluation on CIFAR-10
98.3VGG-16 Robustness ScoreCFM-RDI
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CFM-RDISource model=RN-502023.05 | 98.3 | 97.7 | 99 | 99 | 99.2 | 98.8 | 97.2 | 54.9 | 59.3 | 89.3 | 0.72 | |
| VT-RDISource model=RN-502023.05 | 89.8 | 87.1 | 92.6 | 92.9 | 93.7 | 94.4 | 82.3 | 24.3 | 31.3 | 76.5 | 3.82 | |
| Admix-RDISource model=RN-502023.05 | 74.2 | 78.8 | 76.2 | 82.7 | 89.2 | 85.2 | 66.4 | 17.3 | 18.4 | 65.4 | 1.98 | |
| SI-RDISource model=RN-502023.05 | 72.9 | 76.3 | 77.1 | 77 | 84.7 | 81.2 | 65.5 | 20 | 22.4 | 64.1 | 3.17 | |
| DISource model=RN-502023.05 | 66.4 | 71.5 | 62.7 | 71.1 | 84.2 | 77.9 | 56.5 | 14.3 | 15.6 | 57.8 | 0.64 | |
| RDISource model=RN-502023.05 | 66.4 | 70.9 | 64.1 | 73.4 | 82.8 | 76.3 | 55.8 | 13.5 | 14.9 | 57.6 | 0.59 |