Enhancing multiclass brain tumor diagnosis using SVM and innovative feature extraction techniques

Enhancing multiclass brain tumor diagnosis using SVM and innovative feature extraction techniques

Abstract In the field of medical imaging, accurately classifying brain tumors remains a significant challenge because of the visual similarities among different tumor types. This research addresses the challenge of multiclass categorization by employing Support Vector Machine (SVM) as the core class...

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Bibliographic Details
Main Authors: Mustafa Basthikodi, M. Chaithrashree, B. M. Ahamed Shafeeq, Ananth Prabhu Gurpur
Format: Article
Language:English
Published: Nature Portfolio 2024-10-01
Series:Scientific Reports
Subjects:
Multiclass
Feature extraction
SVM
LBP
HOG
PCA
Online Access:https://doi.org/10.1038/s41598-024-77243-7
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