Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme

I. Zacharaki, Evangelia; Wang, Sumei; Chawla, Sanjeev; Soo Yoo, Dong; L. Wolf, Ronald; R. Melhem, Elias; Davatzikos, Christos

doi:10.1002/mrm.22147

Public

Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme

Published in Magnetic Resonance in Medicine • Oct 26, 2009

Authors:

Evangelia I. Zacharaki

Sumei Wang

Sanjeev Chawla

Abstract

The objective of this study is to investigate the use of pattern classification methods for distinguishing different types of brain tumors, such as primary gliomas from metastases, and also for grading of gliomas. The availability of an automated computer analysis tool that is more objective than hu...

Subject

Support vector machine

Artificial intelligence

Grading (engineering)

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