A hybrid deep CNN model for brain tumor image multi-classification

BMC Medical Imaging

Table 10 Performance metric outcome comparison of the proposed CNN model with existing CNN approaches

CNN Models	C-1 Mode		C-2 Mode		C-3 Mode
CNN Models	Acc (%)	AUC	Acc (%)	AUC	Acc (%)	AUC
GoogleNet	74.21	0.8108	77.89	0.8212	95.12	0.9617
AlexNet	89.23	0.8989	84.24	0.8501	91.08	0.9772
DenseNet121	93.89	0.9412	77.67	0.8122	86.07	0.8809
ResNet101	93.29	0.9442	76.45	0.8115	86.42	0.881
VGG-16	88.87	0.9201	89.19	0.8112	84.87	0.8663
Proposed CNN approach	99.53	0.9994	93.81	0.9984	98.56	0.9993

ISSN: 1471-2342