Table 5.

Classification accuracy performance of model without and with augmentation approaches using different deep learning architectures.

Classifier	Without Augmentation	With Augmentation
		Sequential-Categorical [16]	Independent-Categorical [37]	cGAN
AlexNet	68.63%	70.02%	76.1%	84.39%
GoogLeNet	73.86%	74.23%	83.62%	85.21%
Resnet-50	81.37%	80.17%	85.40%	92.50%(ICBHI) 92.68%(RALE)