Image Classification on CIFAR-100 (FGSM Error)
55.34FGSM Error Rate (%)AutoMix
Evaluation results
| Method | Links | |
|---|---|---|
| AutoMixBackbone=ResNeXt-50 (32x4d), Training Epochs=400, Attack Method=FGSM, Attack Type=white-box, Epsilon=8/255 l_inf2021.03 | 55.34 | |
| AugMixBackbone=ResNeXt-50 (32x4d), Training Epochs=400, Attack Method=FGSM, Attack Type=white-box, Epsilon=8/255 l_inf2021.03 | 55.59 | |
| MixUpBackbone=ResNeXt-50 (32x4d), Training Epochs=400, Attack Method=FGSM, Attack Type=white-box, Epsilon=8/255 l_inf2021.03 | 56.6 | |
| PuzzleMixBackbone=ResNeXt-50 (32x4d), Training Epochs=400, Attack Method=FGSM, Attack Type=white-box, Epsilon=8/255 l_inf2021.03 | 63.71 | |
| VanillaBackbone=ResNeXt-50 (32x4d), Training Epochs=400, Attack Method=FGSM, Attack Type=white-box, Epsilon=8/255 l_inf2021.03 | 63.92 | |
| CutMixBackbone=ResNeXt-50 (32x4d), Training Epochs=400, Attack Method=FGSM, Attack Type=white-box, Epsilon=8/255 l_inf2021.03 | 76.84 |