Robust Classification on Tiny-ImageNet (test)
31.58Top-1 AccuracyNEO-KD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NEO-KDExit=4, Attack Type=Average attack2023.11 | 31.58 | 60.04 | |
| NEO-KDExit=5, Attack Type=Average attack2023.11 | 31.24 | 59.06 | |
| NEO-KDExit=2, Attack Type=Average attack2023.11 | 31.14 | 59.82 | |
| NEO-KDExit=3, Attack Type=Average attack2023.11 | 30.58 | 60.16 | |
| NEO-KDExit=Avg., Attack Type=Average attack2023.11 | 30.56 | 59.28 | |
| SKDExit=2, Attack Type=Average attack2023.11 | 29.26 | 59.3 | |
| ARDExit=5, Attack Type=Average attack2023.11 | 29.14 | 57.08 | |
| Adv. w/o DistillExit=3, Attack Type=Average attack2023.11 | 28.94 | 58.18 | |
| SKDExit=3, Attack Type=Average attack2023.11 | 28.74 | 58.38 | |
| Adv. w/o DistillExit=5, Attack Type=Average attack2023.11 | 28.48 | 57.38 | |
| ARDExit=4, Attack Type=Average attack2023.11 | 28.46 | 57.32 | |
| SKDExit=1, Attack Type=Average attack2023.11 | 28.4 | 58.34 | |
| SKDExit=Avg., Attack Type=Average attack2023.11 | 28.27 | 57.84 | |
| NEO-KDExit=1, Attack Type=Average attack2023.11 | 28.24 | 57.34 | |
| SKDExit=4, Attack Type=Average attack2023.11 | 28.14 | 57.72 | |
| Adv. w/o DistillExit=4, Attack Type=Average attack2023.11 | 28.06 | 57.46 | |
| ARDExit=3, Attack Type=Average attack2023.11 | 27.78 | 57.2 | |
| Adv. w/o DistillExit=Avg., Attack Type=Average attack2023.11 | 27.61 | 56.43 | |
| Adv. w/o DistillExit=2, Attack Type=Average attack2023.11 | 27.34 | 55.46 | |
| ARDExit=Avg., Attack Type=Average attack2023.11 | 27.32 | 56.23 | |
| SKDExit=5, Attack Type=Average attack2023.11 | 26.82 | 55.48 | |
| ARDExit=2, Attack Type=Average attack2023.11 | 26.76 | 56.1 | |
| Adv. w/o DistillExit=1, Attack Type=Average attack2023.11 | 25.22 | 53.68 | |
| ARDExit=1, Attack Type=Average attack2023.11 | 24.48 | 53.44 | |
| LWExit=3, Attack Type=Average attack2023.11 | 23.58 | 49.86 | |
| LWExit=5, Attack Type=Average attack2023.11 | 23.3 | 49.72 | |
| LWExit=2, Attack Type=Average attack2023.11 | 23.12 | 48.16 | |
| LWExit=Avg., Attack Type=Average attack2023.11 | 23.02 | 48.79 | |
| LWExit=4, Attack Type=Average attack2023.11 | 22.76 | 48.64 | |
| LWExit=1, Attack Type=Average attack2023.11 | 22.34 | 47.56 |