Image Classification on FMNIST (test) (Adversarial Metrics)
32.466Starting Perturbation Magnitude (L^e, x10^-7)SEPpos
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SEPposModel Architecture=ResNet182024.03 | 32.466 | 22.512 | 68.75 | 56.51 | |
| SEPposModel Architecture=ConvNet2024.03 | 35.588 | 22.465 | 69.88 | 86.81 | |
| NormalModel Architecture=ConvNet2024.03 | 106.53 | 72.198 | 92.32 | 0 | |
| NormalModel Architecture=ResNet182024.03 | 128.64 | 69.847 | 91.57 | 0 | |
| MATModel Architecture=ConvNet2024.03 | 386.37 | 274.267 | 62.85 | 73.98 | |
| MATModel Architecture=ResNet182024.03 | 588.61 | 417.031 | 79.22 | 67.1 | |
| SEPnegModel Architecture=ConvNet2024.03 | 1,811.969 | 994.818 | 62.75 | 76.89 | |
| SEPnegModel Architecture=ResNet182024.03 | 8,050.942 | 7,593.65 | 70.23 | 57.55 |