An Ensemble of Deep Learning Enabled Brain Stroke Classification Model in Magnetic Resonance Images

Table 2

Result analysis of CAD-BSDC technique with different classes and epoch counts.

Classes	Sensitivity	Specificity	Accuracy	Precision	F-score	MCC
Epoch-500
Class 0	92.00	98.04	97.19	88.46	90.20	88.58
Class 1	96.00	98.69	98.31	92.31	94.12	93.16
Class 2	100.00	98.05	98.31	88.89	94.12	93.36
Class 3	96.30	99.19	98.31	98.11	97.20	96.00
Class 4	92.31	100.00	98.88	100.00	96.00	95.45
Class 5	91.67	100.00	98.88	100.00	95.65	95.13
Average	94.71	99.00	98.31	94.63	94.55	93.61
Epoch-1000
Class 0	92.00	100.00	98.88	100.00	95.83	95.30
Class 1	88.00	98.69	97.19	91.67	89.80	88.19
Class 2	100.00	98.05	98.31	88.89	94.12	93.36
Class 3	100.00	97.58	98.31	94.74	97.30	96.15
Class 4	88.46	98.68	97.19	92.00	90.20	88.58
Class 5	91.67	100.00	98.88	100.00	95.65	95.13
Average	93.35	98.83	98.13	94.55	93.82	92.78
Epoch-1500
Class 0	100.00	98.04	98.31	89.29	94.34	93.56
Class 1	84.00	100.00	97.75	100.00	91.30	90.48
Class 2	91.67	99.35	98.31	95.65	93.62	92.67
Class 3	96.30	99.19	98.31	98.11	97.20	96.00
Class 4	100.00	100.00	100.00	100.00	100.00	100.00
Class 5	95.83	97.40	97.19	85.19	90.20	88.77
Average	94.63	99.00	98.31	94.71	94.44	93.58
Epoch-2000
Class 0	100.00	99.35	99.44	96.15	98.04	97.74
Class 1	80.00	100.00	97.19	100.00	88.89	88.02
Class 2	95.83	100.00	99.44	100.00	97.87	97.58
Class 3	100.00	97.58	98.31	94.74	97.30	96.15
Class 4	100.00	98.03	98.31	89.66	94.55	93.75
Class 5	95.83	100.00	99.44	100.00	97.87	97.58
Average	95.28	99.16	98.69	96.76	95.75	95.13