Image Classification on CIFAR-100 (test) (Gradient and Curvature Metrics)
6.2Gradient Norm (L2)Adversarial Training
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Adversarial TrainingBackbone=VGG-112022.06 | 6.2 | 166.73 | 27.37 | 71.13 | |
| LCNNs + GradRegBackbone=VGG-112022.06 | 9.81 | 105.07 | 24.48 | 73.01 | |
| GradRegBackbone=VGG-112022.06 | 10.64 | 534.71 | 48.26 | 72.65 | |
| LCNNsBackbone=VGG-112022.06 | 15.88 | 282.06 | 41.14 | 73.76 | |
| StandardBackbone=VGG-112022.06 | 17.07 | 1,482.16 | 85.81 | 73.33 |