Comparative analysis of machine learning techniques on the BraTS dataset for brain tumor classification

IntroductionAccurate classification of brain tumors from MRI scans is a critical task for improving patient outcomes. Machine learning (ML) and deep learning (DL) methods have shown promise in this domain, but their relative performance remains unclear.MethodsThis study evaluates several ML and DL t...

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Bibliographic Details

Published in:	Frontiers in Oncology
Main Authors:	Shuping Wang, Min Li
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-09-01
Subjects:	brain tumor classification accuracy machine learning techniques high-grade gliomas (HGG) comparative study
Online Access:	https://www.frontiersin.org/articles/10.3389/fonc.2025.1596718/full