Image Classification on CIFAR-10 Error-minimizing (test)
85.26AccuracyNonlinear transformation framework
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Nonlinear transformation frameworkBackbone=VGG19, Pre-trained=True (ImageNet)2024.06 | 85.26 | 16.08 | 23.24 | |
| Adversarial trainingBackbone=VGG19, Pre-trained=True (ImageNet), Defense Method=PGD2024.06 | 79.68 | — | — | |
| OPABackbone=VGG19, Pre-trained=True (ImageNet)2024.06 | 69.18 | — | — | |
| No defenseBackbone=VGG19, Pre-trained=True (ImageNet)2024.06 | 20 | — | — |