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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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