Research Article

A Full Stage Data Augmentation Method in Deep Convolutional Neural Network for Natural Image Classification

Table 1

Classification accuracy of various data augmentation methods on CIAFR-10 under the proposed full stage data augmentation framework.

MethodsCIFAR-10 (%)

Translation91.41
Horizontal flip90.27
Rotation88.78
Scale transformation90.70
Noise disturbance87.54