Multi-scale channel attention U-Net: a novel framework for automated gallbladder segmentation in medical imaging

Multi-scale channel attention U-Net: a novel framework for automated gallbladder segmentation in medical imaging

ObjectivesTo develop a novel automatic delineation model, the Multi-Scale Channel Attention U-Net (MCAU-Net) model, for gallbladder segmentation on CT images of patients with liver cancer.MethodsWe retrospectively collected the CT images from 120 patients with liver cancer, based on which ground tru...

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Bibliographic Details
Main Authors: Yiming Zhou, Xiaobo Wen, Kang Fu, Meina Li, Lin Sun, Xiao Hu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Oncology
Subjects:
deep learning
U-Net
gallbladder
automatically delineated
multi-scale channel attention
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2025.1528654/full
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