Image Classification on MNIST (test) (Adversarial Accuracy)
97.53Adversarial AccuracySKD
Evaluation Results
| Method | Links | |
|---|---|---|
| SKDExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 97.53 | |
| NEO-KDExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 97.42 | |
| ARDExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 97.28 | |
| Adv. w/o DistillExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 97.2 | |
| NEO-KDExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 96.92 | |
| SKDExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 96.53 | |
| ARDExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 96.12 | |
| LWExit=3, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 96.05 | |
| Adv. w/o DistillExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 95.87 | |
| LWExit=2, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 94.54 | |
| NEO-KDExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 93.5 | |
| SKDExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 92.82 | |
| ARDExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 92.82 | |
| Adv. w/o DistillExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 92.75 | |
| LWExit=Average, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 91.95 | |
| NEO-KDExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 86.17 | |
| LWExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 85.26 | |
| Adv. w/o DistillExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 85.17 | |
| ARDExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 85.07 | |
| SKDExit=1, Attack type=Average attack, Inference scenario=Anytime prediction2023.11 | 84.35 |