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Journal of Big Data

Table 9 The performance of ARS on continuous space vs. AutoAugment on discrete space [116]

From: A survey on Image Data Augmentation for Deep Learning

Model

AutoAugment

ARS-Aug

Wide-ResNet-28-10

2.68

2.33

Shake-Shake (26 2 × 32 days)

2.47

2.14

Shake-Shake (26 2 × 96 days)

1.99

1.68

Shake-Shake (26 2 × 112 days)

1.89

1.59

AmoebaNet-B (6,128)

1.75

1.49

PyramidNet + ShakeDrop

1.48

1.26

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