Image Classification on ImageNet (val) (Efficiency Metrics)
453Memory (Mbits)Sponge Examples
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Sponge ExamplesArchitecture=T2T-ViT, Mechanism=ATS, Perturbation=Sponge Examples2024.02 | 453 | 5,149 | 20.1 | |
| Standard PGDArchitecture=T2T-ViT, Mechanism=ATS, Perturbation=Standard PGD2024.02 | 461 | 5,085 | 20.3 | |
| CleanArchitecture=T2T-ViT, Mechanism=ATS, Perturbation=None2024.02 | 477 | 4,562 | 20.6 | |
| RandomArchitecture=T2T-ViT, Mechanism=ATS, Perturbation=Random2024.02 | 477 | 4,671 | 20.5 | |
| UniversalArchitecture=T2T-ViT, Mechanism=ATS, Perturbation=Universal2024.02 | 560 | 5,941 | 21.6 | |
| Universal PatchArchitecture=T2T-ViT, Mechanism=ATS, Perturbation=Universal Patch2024.02 | 570 | 5,754 | 22 | |
| Class-UniversalArchitecture=T2T-ViT, Mechanism=ATS, Perturbation=Class-Universal2024.02 | 585 | 5,616 | 21.8 | |
| SingleArchitecture=T2T-ViT, Mechanism=ATS, Perturbation=Single2024.02 | 654 | 6,822 | 22.8 | |
| Clean w/oArchitecture=T2T-ViT, Mechanism=None, Perturbation=None (non-sparsified)2024.02 | 680 | 6,208 | 16.6 |