Image Classification on CIFAR-10 full (test)
1.5Error RatePyramidNet+ShakeDrop + AutoAugment
Evaluation Results
| Method | Links | |
|---|---|---|
| PyramidNet+ShakeDrop + AutoAugmentBackbone=PyramidNet+ShakeDrop, Augmentation=AutoAugment2018.05 | 1.5 | |
| AmoebaNet-B (6,128) + AutoAugmentBackbone=AmoebaNet-B (6,128), Augmentation=AutoAugment2018.05 | 1.8 | |
| Shake-Shake (26 2x112d) + AutoAugmentBackbone=Shake-Shake (26 2x112d), Augmentation=AutoAugment2018.05 | 1.9 | |
| Shake-Shake (26 2x96d) + AutoAugmentBackbone=Shake-Shake (26 2x96d), Augmentation=AutoAugment2018.05 | 2 | |
| AmoebaNet-B (6,128)Backbone=AmoebaNet-B (6,128), Augmentation=Cutout2018.05 | 2.1 | |
| PyramidNet+ShakeDropBackbone=PyramidNet+ShakeDrop, Augmentation=Cutout2018.05 | 2.3 | |
| Shake-Shake (26 2x32d) + AutoAugmentBackbone=Shake-Shake (26 2x32d), Augmentation=AutoAugment2018.05 | 2.5 | |
| Wide-ResNet-28-10 + AutoAugmentBackbone=Wide-ResNet-28-10, Augmentation=AutoAugment2018.05 | 2.6 | |
| Shake-Shake (26 2x96d)Backbone=Shake-Shake (26 2x96d), Augmentation=Cutout2018.05 | 2.6 | |
| Shake-Shake (26 2x112d)Backbone=Shake-Shake (26 2x112d), Augmentation=Cutout2018.05 | 2.6 | |
| PyramidNet+ShakeDropBackbone=PyramidNet+ShakeDrop, Augmentation=Baseline2018.05 | 2.7 | |
| Shake-Shake (26 2x112d)Backbone=Shake-Shake (26 2x112d), Augmentation=Baseline2018.05 | 2.8 | |
| Shake-Shake (26 2x96d)Backbone=Shake-Shake (26 2x96d), Augmentation=Baseline2018.05 | 2.9 | |
| Shake-Shake (26 2x32d)Backbone=Shake-Shake (26 2x32d), Augmentation=Cutout2018.05 | 3 | |
| AmoebaNet-B (6,128)Backbone=AmoebaNet-B (6,128), Augmentation=Baseline2018.05 | 3 | |
| Wide-ResNet-28-10Backbone=Wide-ResNet-28-10, Augmentation=Cutout2018.05 | 3.1 | |
| Shake-Shake (26 2x32d)Backbone=Shake-Shake (26 2x32d), Augmentation=Baseline2018.05 | 3.6 | |
| Wide-ResNet-28-10Backbone=Wide-ResNet-28-10, Augmentation=Baseline2018.05 | 3.9 |