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

Table 3

Performance comparison of proposed method and SVM, KNN, and decision tree classifiers when SPECT 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	192	8	188	12	95	96	94.11	95.91	95.04
3	-NN	182	18	185	15	91.75	91	92.38	91.13	91.68
4	Decision tree	178	22	179	21	89.25	89	89.44	89.05	89.21