U-Net combined with multi-scale attention mechanism for liver segmentation in CT images

U-Net combined with multi-scale attention mechanism for liver segmentation in CT images

Abstract Background The liver is an important organ that undertakes the metabolic function of the human body. Liver cancer has become one of the cancers with the highest mortality. In clinic, it is an important work to extract the liver region accurately before the diagnosis and treatment of liver l...

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Bibliographic Details
Main Authors: Jiawei Wu, Shengqiang Zhou, Songlin Zuo, Yiyin Chen, Weiqin Sun, Jiang Luo, Jiantuan Duan, Hui Wang, Deguang Wang
Format: Article
Language:English
Published: BMC 2021-10-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Deep learning
Attention mechanism
Multi-scale
Liver segmentation
CT images
Online Access:https://doi.org/10.1186/s12911-021-01649-w

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