Image Classification on ImageNet (val) (Memory, Energy, Throughput)
238Memory (Mbits)Standard PGD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Standard PGDPerturbation=Standard PGD2024.02 | 238 | 2,679 | 12.9 | |
| Sponge ExamplesPerturbation=Sponge Examples2024.02 | 239 | 2,865 | 12.9 | |
| CleanPerturbation=None2024.02 | 240 | 2,663 | 12.8 | |
| RandomPerturbation=Random2024.02 | 241 | 2,549 | 12.9 | |
| DeSparsify (Universal)Perturbation=Universal2024.02 | 250 | 3,404 | 13.1 | |
| DeSparsify (Class-Universal)Perturbation=Class-Universal2024.02 | 261 | 3,926 | 13.3 | |
| Clean w/oPerturbation=Clean without mechanism2024.02 | 277 | 3,020 | 10.9 | |
| DeSparsify (Universal Patch)Perturbation=Universal Patch2024.02 | 280 | 4,125 | 13.4 | |
| DeSparsify (Ensemble Single)Perturbation=Ensemble (Single)2024.02 | 295 | 3,587 | 13.1 | |
| DeSparsify (Single)Perturbation=Single attack2024.02 | 329 | 4,595 | 13.8 |