Image Classification on CIFAR-10 (test) (Adversarial Attack Robustness)
86.39Clean AccuracySAAD-C
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SAAD-CStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 86.39 | 60.55 | 51.91 | 52.06 | 49.72 | |
| IGDMStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 85.67 | 58.14 | 48.58 | 46.98 | 44.76 | |
| SAAD-CStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 85.54 | 61.92 | 53.18 | 52.05 | 50.14 | |
| SAAD-CStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 85.16 | 60.53 | 52.72 | 51.26 | 49.34 | |
| AdaADStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 85.07 | 57.54 | 47.16 | 46.06 | 44.55 | |
| AdaADStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 85.04 | 53.85 | 44.65 | 44.9 | 43.27 | |
| SAAD-CStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 84.81 | 58.17 | 51.09 | 50.45 | 48.08 | |
| IGDMStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.75 | 58.38 | 47.56 | 46.43 | 44.94 | |
| ARDStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.63 | 56.57 | 44.48 | 43.44 | 41.66 | |
| AKDStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.62 | 56.29 | 44.42 | 43.43 | 41.79 | |
| IADStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.43 | 56.64 | 44.82 | 43.47 | 41.8 | |
| AdaADStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.42 | 56.38 | 46.16 | 44.99 | 43.01 | |
| ARDStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 84.39 | 52.47 | 42.18 | 42.22 | 40.79 | |
| AdaADStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 84.37 | 54.4 | 44.4 | 44.59 | 41.95 | |
| AKDStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 84.32 | 52.13 | 42.38 | 42.44 | 40.95 | |
| RSLADStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.28 | 57.2 | 47.17 | 46.07 | 44.42 | |
| IADStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 84.28 | 52.25 | 42.16 | 42.19 | 40.7 | |
| PGD-ATStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.27 | 52.1 | 42.34 | 42.29 | 40.85 | |
| SAADStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.27 | 61.44 | 53.39 | 52.39 | 50.34 | |
| PGD-ATStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 84.27 | 52.1 | 42.34 | 42.29 | 40.85 | |
| IGDMStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 84.13 | 57.93 | 48.7 | 47.43 | 44.83 | |
| IGDMStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 84.07 | 57.31 | 47.39 | 45.43 | 43.57 | |
| IADStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 83.85 | 55.69 | 44.98 | 43.62 | 41.35 | |
| RSLADStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 83.83 | 51.59 | 42.03 | 42.22 | 40.57 | |
| SAADStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 83.69 | 59.74 | 52.89 | 52.36 | 50.35 | |
| ARDStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 83.66 | 55.09 | 44.71 | 43.49 | 41.24 | |
| IADStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 83.63 | 54.81 | 44.73 | 44.19 | 41.51 | |
| ARDStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 83.62 | 54.62 | 44.6 | 44.18 | 41.47 | |
| AKDStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 83.6 | 55.13 | 44.31 | 43.29 | 41.03 | |
| AKDStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 83.54 | 54.79 | 44.83 | 44.19 | 41.55 | |
| PGD-ATStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 83.52 | 54.92 | 44.9 | 44.29 | 41.54 | |
| PGD-ATStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 83.52 | 54.92 | 44.9 | 44.29 | 41.54 | |
| RSLADStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 83.41 | 54.6 | 45.01 | 44.41 | 41.78 | |
| RSLADStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 83.22 | 55.54 | 46.09 | 44.8 | 42.56 | |
| TRADESStudent Model=ResNet-18, Teacher Model=Bartoldson2024Adversarial2025.12 | 82.7 | 57.14 | 48.81 | 48.08 | 46.46 | |
| TRADESStudent Model=ResNet-18, Teacher Model=Gowal2021Improving2025.12 | 82.7 | 57.14 | 48.81 | 48.08 | 46.46 | |
| SAADStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 82.04 | 59.48 | 53.69 | 51.68 | 49.88 | |
| TRADESStudent Model=MobileNetV2, Teacher Model=Bartoldson2024Adversarial2025.12 | 81.79 | 56.5 | 49.9 | 47.54 | 46.5 | |
| TRADESStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 81.79 | 56.5 | 49.9 | 47.54 | 46.5 | |
| SAADStudent Model=MobileNetV2, Teacher Model=Gowal2021Improving2025.12 | 80.6 | 56.85 | 51.78 | 50.25 | 48.29 |