Image Classification on CIFAR-100 (Adversarial Robustness)
90.32Clean AccuracyNat. Tra.
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Nat. Tra.Target Model=ViT-S/16, Substitute Model=ShuffleNet-V2-2x2026.06 | 90.32 | 64.03 | 60.51 | 55.15 | 49.08 | 49.35 | |
| Nat. Tra.Target Model=ViT-S/16, Substitute Model=ResNet-V2-502026.06 | 90.32 | 66.84 | 66.59 | 61.31 | 52.7 | 53.51 | |
| MAPETarget Model=ViT-S/16, Substitute Model=ShuffleNet-V2-2x2026.06 | 89.8 | 85.94 | 82.2 | 82.47 | 83.34 | 83.63 | |
| MAPETarget Model=ViT-S/16, Substitute Model=ResNet-V2-502026.06 | 89.8 | 87.76 | 83.13 | 83.82 | 85.75 | 85.53 | |
| LDTTarget Model=ViT-S/16, Substitute Model=ShuffleNet-V2-2x2026.06 | 82.46 | 80.01 | 74.75 | 74.23 | 75.76 | 76.26 | |
| LDTTarget Model=ViT-S/16, Substitute Model=ResNet-V2-502026.06 | 82.46 | 79.77 | 73.77 | 74.39 | 76.1 | 76.12 | |
| HGDTarget Model=ViT-S/16, Substitute Model=ShuffleNet-V2-2x2026.06 | 78.94 | 74.99 | 73.97 | 72.57 | 73.43 | 73.47 | |
| HGDTarget Model=ViT-S/16, Substitute Model=ResNet-V2-502026.06 | 78.94 | 74.73 | 72.64 | 71.34 | 72.08 | 72.96 | |
| Nat. Tra.Target Model=VGG-19, Substitute Model=ShuffleNet-V2-2x2026.06 | 75.16 | 26.77 | 14.22 | 10.57 | 6.93 | 6.75 | |
| Nat. Tra.Target Model=VGG-19, Substitute Model=ResNet-V2-502026.06 | 75.16 | 30.13 | 23.97 | 19.24 | 11.26 | 10.45 | |
| MAPETarget Model=VGG-19, Substitute Model=ShuffleNet-V2-2x2026.06 | 74.48 | 72.82 | 69.08 | 69.81 | 70.31 | 70.28 | |
| MAPETarget Model=VGG-19, Substitute Model=ResNet-V2-502026.06 | 74.48 | 73.89 | 69.71 | 70.92 | 72.24 | 72.46 | |
| LDTTarget Model=VGG-19, Substitute Model=ShuffleNet-V2-2x2026.06 | 71.43 | 67.48 | 62.15 | 60.7 | 63.14 | 62.91 | |
| LDTTarget Model=VGG-19, Substitute Model=ResNet-V2-502026.06 | 71.43 | 69.48 | 63.11 | 63.5 | 64.73 | 65.11 | |
| HGDTarget Model=VGG-19, Substitute Model=ShuffleNet-V2-2x2026.06 | 67.38 | 63.53 | 61.92 | 60.73 | 62.16 | 62.59 | |
| HGDTarget Model=VGG-19, Substitute Model=ResNet-V2-502026.06 | 67.38 | 65.2 | 62.47 | 60.82 | 62.71 | 63.01 |