A hybrid approach based on multiple Eigenvalues selection (MES) for the automated grading of a brain tumor using MRI


Al-Saffar Z. A. , YILDIRIM T.

COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, vol.201, 2021 (Journal Indexed in SCI) identifier identifier identifier

  • Publication Type: Article / Article
  • Volume: 201
  • Publication Date: 2021
  • Doi Number: 10.1016/j.cmpb.2021.105945
  • Title of Journal : COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE
  • Keywords: Brain image classification, Clustering, Image processing, Machine learning, Mutual information (MI), Singular value decomposition (SVD), Artificial neural network (ANN), Support vector machine (SVM)

Abstract

Background and objective: The manual segmentation, identification, and classification of brain tumor using magnetic resonance (MR) images are essential for making a correct diagnosis. It is, however, an exhausting and time consuming task performed by clinical experts and the accuracy of the results is subject to their point of view. Computer aided technology has therefore been developed to computerize these procedures.