Multi-class segmentation of knee MRI based on hybrid attention

Multi-class segmentation of knee MRI based on hybrid attention

IntroductionAccurate segmentation of knee MRI images is crucial for the diagnosis and treatment of degenerative knee disease and sports injuries. However, many existing methods are hindered by class imbalance and fail to capture the features of small structures, leading to suboptimal segmentation pe...

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Bibliographic Details
Main Authors: Yuhang Xiang, Xinglin Zhang, Tao Meng, Tao Chen
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Medicine
Subjects:
medical image segmentation
deep learning
attention mechanism
knee
MRI
Online Access:https://www.frontiersin.org/articles/10.3389/fmed.2025.1581487/full
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