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Adipose Tissue Segmentation after Lung Slice Localization in Chest CT Images Based on ConvBiGRU and Multi-Module UNet

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成果类型:
期刊论文
作者:
Lei, Pengyu;Li, Jie*;Yi, Jizheng;Chen, Wenjie
通讯作者:
Li, Jie;Yi, JZ
作者机构:
[Yi, Jizheng; Chen, Wenjie; Li, Jie; Lei, Pengyu; Yi, JZ] Cent South Univ Forestry & Technol, Coll Comp & Informat Engn, Changsha 410004, Peoples R China.
[Yi, Jizheng; Yi, JZ] Carbon Sinks Forests Variety Innovat Ctr, Yuelushan Lab, Changsha 410000, Peoples R China.
通讯机构:
[Li, J; Yi, JZ ] C
Cent South Univ Forestry & Technol, Coll Comp & Informat Engn, Changsha 410004, Peoples R China.
Carbon Sinks Forests Variety Innovat Ctr, Yuelushan Lab, Changsha 410000, Peoples R China.
语种:
英文
关键词:
deep learning (DL);localization;segmentation;subcutaneous adipose tissue (SAT);visceral adipose tissue (VAT)
期刊:
Biomedicines
ISSN:
2227-9059
年:
2024
卷:
12
期:
5
页码:
1061-
基金类别:
Conceptualization, P.L., J.L. and J.Y.; methodology, P.L. and J.L.; software, W.C.; validation, P.L. and J.L.; formal analysis, P.L.; investigation, W.C.; resources, J.Y. and W.C.; data curation, P.L.; writing—original draft preparation, P.L. and J.L.; writing—review and editing, J.L. and J.Y.; visualization, P.L.; supervision, W.C.; project administration, J.L.; funding acquisition, J.L. and J.Y. All authors have read and agreed to the published version of the manuscript. This work was supported in part by the Hunan Provincial Natural Science Foundation of China (grant no. 2022JJ31022) and the National Natural Science Foundation of China (grant no. 62202505).
机构署名:
本校为第一且通讯机构
院系归属:
计算机与信息工程学院
摘要:
The distribution of adipose tissue in the lungs is intricately linked to a variety of lung diseases, including asthma, chronic obstructive pulmonary disease (COPD), and lung cancer. Accurate detection and quantitative analysis of subcutaneous and visceral adipose tissue surrounding the lungs are essential for effectively diagnosing and managing these diseases. However, there remains a noticeable scarcity of studies focusing on adipose tissue within the lungs on a global scale. Thus, this paper introduces a ConvBiGRU model for localizing lung slices and a multi-module UNet-based model for segme...

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