A novel approach to brain tumor detection using K-Means++, SGLDM, ResNet50, and synthetic data augmentation

Introduction: Brain tumors are abnormal cell growths in the brain, posing significant treatment challenges. Accurate early detection using non-invasive methods is crucial for effective treatment. This research focuses on improving the early detection of brain tumors in MRI images through advanced de...

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Bibliografische Detailangaben

Hauptverfasser:	Ponuku Sarah, Srigiri Krishnapriya, Saritha Saladi, Yepuganti Karuna, Durga Prasad Bavirisetti
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	Frontiers Media S.A. 2024-07-01
Schriftenreihe:	Frontiers in Physiology
Schlagworte:	K-means++ clustering SGLDM Resnet50 synthetic data augmentation grad-CAM deep learning
Online-Zugang:	https://www.frontiersin.org/articles/10.3389/fphys.2024.1342572/full
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