Research Article

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

Table 8

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

ModelGAN_aug1 (100 inst./class) (%)GAN_aug2 (150 inst./class) (%)GAN_aug3 (200 inst./class) (%)

VGG-1692.393.094.1
VGG-1993.393.795.0
ResNet-1892.993.794.2
ResNet-5094.795.595.8
DenseNet-12195.496.297.2
DenseNet-16996.196.997.2