A Novel Approach for Hybrid Image Segmentation GCPSO: FCM Techniques for MRI Brain Tumour Identification and Classification

Table 4

Statistical analysis of FPSO-FCM algorithm.

Sample image	TP	TN	FP	FN	Accuracy rate
IMG_1	87.465	90.327	9.673	12.535	88.896
IMG_2	86.195	89.813	10.187	13.805	88.004
IMG_3	82.902	86.394	13.606	17.098	84.648
IMG_4	80.327	80.385	19.615	19.673	80.356
IMG_5	82.419	80.392	19.608	17.582	81.405
IMG_6	81.077	79.597	20.404	18.923	80.337
IMG_7	79.466	84.822	15.178	20.394	82.202
IMG_8	79.466	84.822	15.178	20.394	82.202
IMG_9	81.879	81.590	18.410	18.269	81.674
IMG_10	77.768	85.428	14.572	22.232	81.598