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Image Classification on CIFAR-100 (test) (Direct and Transfer Error Rates)

10.7Test Error RateAA
10.08814.21918.3522.481May 1, 2019

Evaluation results

MethodLinks
AAModel=PyramidNet+ShakeDrop2019.0510.7——
PBAModel=PyramidNet+ShakeDrop2019.0510.9——
CutoutModel=PyramidNet+ShakeDrop2019.0512.2——
BaselineModel=PyramidNet+ShakeDrop2019.0514——
AAModel=Shake-Shake(26 2x96d)2019.0514.3——
PBAModel=Shake-Shake(26 2x96d)2019.0515.3——
CutoutModel=Shake-Shake(26 2x96d)2019.0516——
PBAModel=Wide-ResNet-28-102019.0516.7——
AAModel=Wide-ResNet-28-102019.0517.1——
BaselineModel=Shake-Shake(26 2x96d)2019.0517.1——
CutoutModel=Wide-ResNet-28-102019.0518.4——
BaselineModel=Wide-ResNet-28-102019.0518.8——
AAModel=Wide-ResNet-40-22019.0520.7——
CutoutModel=Wide-ResNet-40-22019.0525.2——
BaselineModel=Wide-ResNet-40-22019.0526——
Fast AutoAugmentModel=Wide-ResNet-40-2, Search method=transfer2019.05—20.7—
Fast AutoAugmentModel=Wide-ResNet-40-2, Search method=direct2019.05——20.6
Fast AutoAugmentModel=Wide-ResNet-28-10, Search method=transfer2019.05—17.3—
Fast AutoAugmentModel=Wide-ResNet-28-10, Search method=direct2019.05——17.3
Fast AutoAugmentModel=Shake-Shake(26 2x96d), Search method=transfer2019.05—14.9—
Fast AutoAugmentModel=Shake-Shake(26 2x96d), Search method=direct2019.05——14.6
Fast AutoAugmentModel=PyramidNet+ShakeDrop, Search method=transfer2019.05—11.9—
Fast AutoAugmentModel=PyramidNet+ShakeDrop, Search method=direct2019.05——11.7