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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