A novel extended Kalman filter with support vector machine based method for the automatic diagnosis and segmentation of brain tumors

•EKF-SVM based brain tumor automatic detection and demonstrates better classify accuracy.•Improve the accuracy of classification and diagnosis by combining various pre-processing processes.•Use of skull stripping, in combination with thresholding segmentation brain tumor.•A region growing algorithm utilizes to extract the counter information of brain images.