Fungal Skin Disease Classification Using the Convolutional Neural Network

Table 4

Summary of the experimental result.

Models	Image sizes	Activation functions	Color channels	Training accuracy (%)	Validation accuracy (%)
HSFDCM	120 × 120	ReLU	RGB	85.0	81.0
HSFDCM	150 × 150	ReLU	RGB	86.0	83.0
HSFDCM	224 × 224	ReLU	RGB	93.3	87.3
HSFDCM	224 × 224	ELU	RGB	88.5	81.0
HSFDCM	224 × 224	ReLU	Gray	76.0	65.0
MobileNetV2	224 × 224	ReLU	RGB	90.5	81.0
ResNet50	224 × 224	ReLU	RGB	89.0	86.0