Method | C10 | C10+ | C100 | C100+ | SVHN |
---|---|---|---|---|---|
ResNetl8 [5] | 10.63 ± 0.26 | 4.72 ± 0.21 | 36.68 ± 0.57 | 22.46 ± 0.31 | – |
ResNet18 + cutout | 9.31 ± 0.18 | 3.99 ± 0.13 | 34.98 ± 0.29 | 21.96 ± 0.24 | – |
WideResNet [21] | 6.97 ± 0.22 | 3.87 ± 0.08 | 26.06 ± 0.22 | 18.8 ± 0.08 | 1.60 ± 0.05 |
WideResNet + cutout | 5.54 ± 0.08 | 3.08 ± 0.16 | 23.94 ± 0.15 | 18.41 ± 0.27 | 1.30 ± 0.03 |
Shake-shake regularization [4] | – | 2.86 | – | 15.85 | – |
Shake-shake regularization + cutout | – | 2.56 ± 0.07 | – | 15.20 ± 0.21 | – |