Image Classification on CIFAR-10 (test) (Uniform & Class Dependent Robustness Metrics)
89.83Acc (Uniform η=0.2)Lq loss
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Lq lossBackbone=ResNet-18, q=0.72018.05 | 89.83 | 82.54 | 66.81 | 61.77 | 90.91 | 89.33 | 85.45 | 76.74 | — | — | — | |
| Truncated Lq lossBackbone=ResNet-18, q=0.72018.05 | 89.7 | 82.7 | 67.61 | 62.64 | 90.43 | 89.45 | 87.1 | 82.28 | — | — | — | |
| Forward TBackbone=ResNet-182018.05 | 88.63 | 79.12 | 63.16 | 53.16 | 91.32 | 90.35 | 89.25 | 88.12 | — | — | — | |
| Forward ^TBackbone=ResNet-182018.05 | 87.99 | 74.96 | 39.19 | 54.04 | 90.52 | 89.09 | 86.79 | 83.55 | — | — | — | |
| CCEBackbone=ResNet-182018.05 | 86.98 | 74.14 | 58.72 | 31.05 | 90.69 | 88.59 | 86.14 | 80.11 | — | — | — | |
| MAEBackbone=ResNet-182018.05 | 83.72 | 64.21 | 15.8 | 19.12 | 82.61 | 52.93 | 50.36 | 45.52 | — | — | — | |
| L2RTime (ms)=8392021.04 | — | — | — | — | — | — | — | — | 90.5 | 86.9 | 82.2 | |
| L2R + FaMUSTime (ms)=2442021.04 | — | — | — | — | — | — | — | — | 91.3 | 87.6 | 82.8 | |
| MW-NetTime (ms)=9332021.04 | — | — | — | — | — | — | — | — | 91.9 | 89.6 | 84.5 | |
| MW-Net + FaMUSTime (ms)=2842021.04 | — | — | — | — | — | — | — | — | 92.9 | 90.5 | 85.8 |