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

BMC Medical Imaging

Table 9 Proposed CNN model parameter metric outcomes for all classification modes

Metrics	Classes	TP	TN	FP	FN	Acc	Sp	Se	Pr	Total
I	Malignant	268	326	3	0	99.50	99.09	100.00	98.89	268
I	Non-malignant	326	268	0	3	99.50	100.00	99.09	100.00	329
II	Benign	183	598	8	8	97.99	98.68	95.81	95.81	191
	Glioma	132	650	10	12	97.26	98.48	91.67	92.96	144
	Meningioma	138	643	6	14	97.50	99.08	90.79	95.83	152
	Pituitary	160	598	24	11	95.59	96.14	93.57	86.96	171
	Metastatic	127	643	11	14	96.86	98.32	90.07	92.03	141
III	G-II	332	574	9	8	98.16	98.46	97.65	97.36	340
	G-III	248	679	0	0	100.00	100.00	100.00	100.00	248
	G-IV	330	580	8	9	98.17	98.64	97.35	97.63	339

ISSN: 1471-2342