EnSLDe: an enhanced short-range and long-range dependent system for brain tumor classification

EnSLDe: an enhanced short-range and long-range dependent system for brain tumor classification

IntroductionBrain tumors pose significant harm to the functionality of the human nervous system. There are lots of models which can classify brain tumor type. However, the available methods did not pay special attention to long-range information, which limits model accuracy improvement.MethodsTo sol...

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Bibliographic Details
Main Authors: Wenna Chen, Junqiang Liu, Xinghua Tan, Jincan Zhang, Ganqin Du, Qizhi Fu, Hongwei Jiang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Oncology
Subjects:
brain tumor classification
feature extraction
feature enhancement
long-range dependencies
attention
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2025.1512739/full
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