Image Classification on ImageNet (Efficiency Metrics)
146Memory (Mbits)Sponge Examples
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Sponge ExamplesArchitecture=DeiT-t, Sparsification Mechanism=ATS, Perturbation=Sponge Examples2024.02 | 146 | 3,564 | 10.3 | |
| CleanArchitecture=DeiT-t, Sparsification Mechanism=ATS, Perturbation=None2024.02 | 149 | 2,187 | 10.3 | |
| RandomArchitecture=DeiT-t, Sparsification Mechanism=ATS, Perturbation=Random2024.02 | 153 | 3,355 | 10.5 | |
| Standard PGDArchitecture=DeiT-t, Sparsification Mechanism=ATS, Perturbation=Standard PGD2024.02 | 153 | 3,514 | 10.3 | |
| UniversalArchitecture=DeiT-t, Sparsification Mechanism=ATS, Perturbation=Universal2024.02 | 155 | 3,557 | 10.5 | |
| Clean w/oArchitecture=DeiT-t, Sparsification Mechanism=None, Perturbation=Clean2024.02 | 163 | 3,046 | 7.7 | |
| Class-UniversalArchitecture=DeiT-t, Sparsification Mechanism=ATS, Perturbation=Class-Universal2024.02 | 172 | 3,667 | 10.7 | |
| Universal PatchArchitecture=DeiT-t, Sparsification Mechanism=ATS, Perturbation=Universal Patch2024.02 | 176 | 3,660 | 10.9 | |
| SingleArchitecture=DeiT-t, Sparsification Mechanism=ATS, Perturbation=Single2024.02 | 191 | 3,832 | 11.3 |