Research Article

Improved Classification of White Blood Cells with the Generative Adversarial Network and Deep Convolutional Neural Network

Table 10

10-fold cross-validation accuracy of the DNN models initialized using pretrained weights.

ModelTran_aug1 + GAN_aug1 (200 inst./class) (%)Tran_aug2 + GAN_aug2 (300 inst./class) (%)Tran_aug3 + GAN_aug3 (400 inst./class) (%)

VGG-1694.394.995.7
VGG-1994.895.495.9
ResNet-1894.195.295.4
ResNet-5095.896.797.4
DenseNet-12196.397.498.3
DenseNet-16996.998.198.8