UnetTransCNN: integrating transformers with convolutional neural networks for enhanced medical image segmentation

IntroductionAccurate segmentation of 3D medical images is crucial for clinical diagnosis and treatment planning. Traditional CNN-based methods effectively capture local features but struggle with modeling global contextual dependencies. Recently, transformer-based models have shown promise in captur...

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Bibliographic Details
Main Authors: Yi-Hang Xie, Bo-Song Huang, Fan Li
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Oncology
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Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2025.1467672/full
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