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ResearchFormerly WizWand

Image Classification on CIFAR-10 full (test)

1.5Error RatePyramidNet+ShakeDrop + AutoAugment
1.4042.0522.73.348May 24, 2018
Updated 8mo ago

Evaluation results

MethodLinks
PyramidNet+ShakeDrop + AutoAugmentBackbone=PyramidNet+ShakeDrop, Augmentation=AutoAugment2018.051.5
AmoebaNet-B (6,128) + AutoAugmentBackbone=AmoebaNet-B (6,128), Augmentation=AutoAugment2018.051.8
Shake-Shake (26 2x112d) + AutoAugmentBackbone=Shake-Shake (26 2x112d), Augmentation=AutoAugment2018.051.9
Shake-Shake (26 2x96d) + AutoAugmentBackbone=Shake-Shake (26 2x96d), Augmentation=AutoAugment2018.052
AmoebaNet-B (6,128)Backbone=AmoebaNet-B (6,128), Augmentation=Cutout2018.052.1
PyramidNet+ShakeDropBackbone=PyramidNet+ShakeDrop, Augmentation=Cutout2018.052.3
Shake-Shake (26 2x32d) + AutoAugmentBackbone=Shake-Shake (26 2x32d), Augmentation=AutoAugment2018.052.5
Wide-ResNet-28-10 + AutoAugmentBackbone=Wide-ResNet-28-10, Augmentation=AutoAugment2018.052.6
Shake-Shake (26 2x96d)Backbone=Shake-Shake (26 2x96d), Augmentation=Cutout2018.052.6
Shake-Shake (26 2x112d)Backbone=Shake-Shake (26 2x112d), Augmentation=Cutout2018.052.6
PyramidNet+ShakeDropBackbone=PyramidNet+ShakeDrop, Augmentation=Baseline2018.052.7
Shake-Shake (26 2x112d)Backbone=Shake-Shake (26 2x112d), Augmentation=Baseline2018.052.8
Shake-Shake (26 2x96d)Backbone=Shake-Shake (26 2x96d), Augmentation=Baseline2018.052.9
Shake-Shake (26 2x32d)Backbone=Shake-Shake (26 2x32d), Augmentation=Cutout2018.053
AmoebaNet-B (6,128)Backbone=AmoebaNet-B (6,128), Augmentation=Baseline2018.053
Wide-ResNet-28-10Backbone=Wide-ResNet-28-10, Augmentation=Cutout2018.053.1
Shake-Shake (26 2x32d)Backbone=Shake-Shake (26 2x32d), Augmentation=Baseline2018.053.6
Wide-ResNet-28-10Backbone=Wide-ResNet-28-10, Augmentation=Baseline2018.053.9