MedFusion-TransNet: multi-modal fusion via transformer for enhanced medical image segmentation

IntroductionMedical image segmentation is essential for analyzing medical data, improving diagnostics, treatment planning, and research. However, current methods struggle with different imaging types, poor generalization, and rare structure detection.MethodsTo address these issues, we propose MedFus...

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Bibliographic Details

Published in:	Frontiers in Medicine
Main Author:	Jianfei Sun
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-05-01
Subjects:	medical image segmentation multi-modal fusion transformer architecture dynamic optimization boundary precision
Online Access:	https://www.frontiersin.org/articles/10.3389/fmed.2025.1557449/full