Automatic segmentation and labelling of wrist bones in four-dimensional computed tomography datasets via deep learning

被引：4

作者：

Teule, E. H. S. ^{[1
,2
,5
]}

Lessmann, N. ^{[3
]}

van der Heijden, E. P. A. ^{[2
,4
]}

Hummelink, S. ^{[2
]}

机构：

[1] Univ Twente, Tech Med, Enschede, Netherlands

[2] Radboud Univ Nijmegen, Med Ctr, Dept Plast Reconstruct & Hand Surg, Nijmegen, Netherlands

[3] Radboud Univ Nijmegen, Med Ctr, Dept Radiol, Nijmegen, Netherlands

[4] Jeroen Bosch Hosp, Dept Plast Reconstruct & Hand Surg, Shertogenbosch, Netherlands

[5] Radboud Univ Nijmegen, Dept Plast Reconstruct & Hand Surg, Med Ctr, Geert Grootepl Zuid 10, NL-6525 GA Nijmegen, Netherlands

来源：

JOURNAL OF HAND SURGERY-EUROPEAN VOLUME | 2024年 / 49卷 / 04期

关键词：

Deep learning; artificial intelligence; automatic segmentation; four-dimensional computed tomography; carpal bones; carpal instability;

D O I：

10.1177/17531934231209876

中图分类号：

R826.8 [整形外科学]; R782.2 [口腔颌面部整形外科学]; R726.2 [小儿整形外科学]; R62 [整形外科学（修复外科学）];

学科分类号：

摘要：

This study developed a deep learning model for fully automatic segmentation and labelling of wrist bones from four-dimensional computed tomography (4DCT) scans. This is a crucial step towards implementing 4DCT for diagnosing wrist ligament lesions, reducing time-consuming analysis of extensive data.

引用

页码：507 / 509

页数：3

共 4 条

[1] Automatic Segmentation of Wrist Bones in CT Using a Statistical Wrist Shape plus Pose Model [J].

Abu Anas, Emran Mohammad ;

Rasoulian, Abtin ;

Seitel, Alexander ;

Darras, Kathryn ;

Wilson, David ;

St John, Paul ;

Pichora, David ;

Mousavi, Parvin ;

Rohling, Robert ;

Abolmaesumi, Purang .

IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (08) :1789-1801

[2] CSR-Net: Cross-Scale Residual Network for multi-objective scaphoid fracture segmentation [J].

Chen, Cheng ;

Liu, Bo ;

Zhou, Kangneng ;

He, Wanzhang ;

Yan, Fei ;

Wang, Zhiliang ;

Xiao, Ruoxiu .

COMPUTERS IN BIOLOGY AND MEDICINE, 2021, 137

[3] nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation [J].

Isensee, Fabian ;

Jaeger, Paul F. ;

Kohl, Simon A. A. ;

Petersen, Jens ;

Maier-Hein, Klaus H. .

NATURE METHODS, 2021, 18 (02) :203-+

[4] The use of 4D-CT in assessing wrist kinematics and pathology A NARRATIVE REVIEW [J].

White, J. ;

Couzens, G. ;

Jeffery, C. .

BONE & JOINT JOURNAL, 2019, 101B (11) :1325-1330

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