Sparse transformer and multipath decision tree: a novel approach for efficient brain tumor classification

Abstract Early classification of brain tumors is the key to effective treatment. With advances in medical imaging technology, automated classification algorithms face challenges due to tumor diversity. Although Swin Transformer is effective in handling high-resolution images, it encounters difficult...

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Bibliographic Details
Main Authors: Pengcheng Li, Yuqi Jin, Monan Wang, Fengjie Liu
Format: Article
Language:English
Published: Nature Portfolio 2025-08-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-13115-y
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