Unsupervised Approach Data Analysis Based on Fuzzy Possibilistic Clustering: Application to Medical Image MRI

Table 10

Clustering by FCM, PCM, PFCM, and HPFCM, using IBSR dataset.

	Images	FCM		PCM		PFCM		HPFCM
		Se	Sp	Se	Sp	Se	Sp	Se	Sp
GM	IM1	78.13	88.89	82.36	86.77	90.34	96.32	91.67	97.13
	IM2	81.87	85.05	87.56	87.17	91.20	95.25	93.78	96.43
	IM3	86.75	87.84	84.23	83.32	95.75	95.63	97.34	96.87
	IM4	85.56	85.74	85.76	86.76	91.23	94.21	90.89	94.54
	IM5	88.11	88.53	85.43	83.98	93.47	94.73	94.69	96.33
	IM6	85.65	87.97	82.47	84.31	93.88	95.98	96.45	96.72
	IM7	88.94	89.28	85.78	86.87	93.62	93.19	94.79	93.23
	IM8	86.44	86.59	87.07	85.65	91.07	95.23	90.23	96.55
	IM9	83.36	88.54	81.82	84.16	93.72	94.76	95.62	96.64
	IM10	86.67	89.93	87.39	86.66	94.66	95.55	96.80	97.75
WM	IM1	83.53	81.15	88.38	81.63	91.86	93.46	93.75	95.37
	IM2	82.96	83.85	83.33	84.44	95.20	91.17	96.06	91.83
	IM3	78.28	88.39	77.95	79.93	93.67	93.84	94.19	95.07
	IM4	85.4	82.19	84.96	82.06	91.91	92.62	92.84	92.13
	IM5	83.17	79.04	87.49	81.77	90.10	95.32	91.29	96.73
	IM6	82.51	81.27	79.86	78.21	93.33	91.07	95.39	91.99
	IM7	86.85	85.58	78.2	82.99	90.00	91.86	91.55	92.38
	IM8	78.55	89.61	83.11	88.29	91.85	90.27	93.43	92.59
	IM9	84.3	83.66	86.82	80.33	96.33	90.82	97.22	91.67
	IM10	80.24	82.85	81.07	81.08	90.21	91.55	90.87	93.32
CSF	IM1	74.75	79.85	82.49	84.95	91.11	92.83	93.75	94.75
	IM2	82.88	84.32	84.67	79.38	90.73	92.75	92.05	93.97
	IM3	78.25	88.46	88.14	82.29	90.15	93.45	91.20	95.39
	IM4	83.1	83.89	87.69	81.21	93.85	95.92	96.74	96.74
	IM5	87.39	82.77	84.82	86.98	91.29	90.31	93.77	91.45
	IM6	81.65	80.95	85.95	83.37	96.55	94.92	97.29	96.74
	IM7	78.24	83.69	82.83	89.65	90.61	93.64	92.57	95.83
	IM8	76.85	79.13	82.48	82.99	93.38	92.19	95.92	93.91
	IM9	86.99	81.58	88.89	81.16	91.05	91.96	91.63	93.09
	IM10	81.66	87.48	82.27	89.6	92.43	94.65	93.08	96.33