Research Article

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

Table 3

Experimental results on CIFAR-100 before and after using full stage data augmentation method.

MethodsCIFAR-100 (%)

No data augmentation61.85
Augmentation in training stage66.49
Augmentation in testing stage63.84
Full stage augmentation70.22