Automated multi-class MRI brain tumor classification and segmentation using deformable attention and saliency mapping

Abstract In the diagnosis and treatment of brain tumors, the automatic classification and segmentation of medical images play a pivotal role. Early detection facilitates timely intervention, significantly improving patient survival rates. This study introduces a novel method for the automated classi...

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Bibliographic Details
Main Authors: Erfan Zarenia, Amirhossein Akhlaghi Far, Khosro Rezaee
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-92776-1
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