High-Performance Method for Brain Tumor Feature Extraction in MRI Using Complex Network

Table 3

Results of evaluation parameters of five classification algorithms on T2 and T2-FLAIR MRI.

Type MRI	Classifier	Accuracy (%)	Precision (%)	Recall (%)	F1-score (%)
T2	SVM	99.38	99.23	100	99.61
	Random forest	99.71	99.91	99.72	99.81
	Logistic regression	99.84	99.93	99.98	99.96
	Naive Bayes	95.78	97.34	97.33	97.29
	kNN	98.84	99.56	98.98	99.26
T2-FLAIR	SVM	99.69	100	99.61	99.80
	Random forest	99.66	99.89	99.68	99.78
	Logistic regression	99.69	99.71	99.89	99.80
	Naive Bayes	98.55	99.60	98.58	99.07
	kNN	98.77	99.07	99.38	99.22