Investigating the Role of Image Fusion in Brain Tumor Classification Models Based on Machine Learning Algorithm for Personalized Medicine

Table 2

Performance comparison of proposed method and SVM, KNN, and decision tree classifiers when MRI image alone given as input.

S. no.	Classifier name	TP	FP	TN	FN	Accuracy	Precision	Recall	Specificity	score
1	SVM (proposed)	195	5	190	10	96.8	97.5	95.12	97.43	96.29
2	SVM	190	10	186	14	94	95	93.21	94.89	94.09
3	-NN	180	20	181	19	90.25	90	90.45	90.04	90.20
4	Decision tree	174	26	172	28	86.50	87	86.86	86	87