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Clinical evaluation of fully automated thigh muscle and adipose tissue segmentation using a U-Net deep learning architecture in context of osteoarthritic knee pain

机译：在骨关节炎性膝痛的情况下使用U-Net深度学习架构对全自动大腿肌肉和脂肪组织进行分割的临床评估

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摘要

Thigh MRI s from eight OAI participants illustrating the intrasubject variability of thigh muscle and adipose tissue morphology, as well as intensity distortions

机译：来自八名OAI参与者的大腿MRI显示大腿肌肉和脂肪组织形态的受试者内部变异性以及强度畸变

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期刊名称 Springer Open Choice
作者
Jana Kemnitz; Christian F. Baumgartner; Felix Eckstein; Akshay Chaudhari; Anja Ruhdorfer; Wolfgang Wirth; Sebastian K. Eder; Ender Konukoglu;
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作者单位

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年(卷),期 -1(33),4
年度 -1
页码 -1
总页数 11
原文格式 PDF
正文语种
中图分类外科学;
关键词
Muscle; Magnetic resonance imaging; Deep learning; Convolutional neural networks; Automated segmentation;

机译：肌肉;磁共振成像;深度学习;卷积神经网络;自动分割;

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专利

1. CLINICAL VALIDATION OF FULLY AUTOMATED SEGMENTATION OF THIGH MUSCLE AND ADIPOSE TISSUE CROSS SECTIONAL AREAS USING MACHING LEARNING WITH A CONVOLUTIONAL NEURAL NETWORK [J] . Kemnitz J., Baumgartner C. F., Ruhdorfer A., Osteoarthritis and cartilage . 2019,第Suppla1期

机译：用卷积神经网络使用机械学习的大腿肌肉和脂肪组织横截面积全自动分割的临床验证
2. Validation of an active shape model-based semi-automated segmentation algorithm for the analysis of thigh muscle and adipose tissue cross-sectional areas [J] . Kemnitz Jana, Eckstein Felix, Culvenor Adam G., Magma: Magnetic resonance materials in physics, biology, and medicine . 2017,第5期

机译：验证大腿肌分析和脂肪组织横截面积分析的主动形模型半自动分割算法
3. Knee Pain Intensity is Associated with Muscle Adiposity in the Whole Thigh and Hamstrings of Women with Knee Osteoarthritis [J] . Davison Michael, Keir Peter, Maly Monica, The Journal of rheumatology . 2016,第6期

机译：膝关节疼痛强度与膝骨关节炎妇女大腿和腿筋的肌肉肥胖有关
4. An Automated Method to Detect Interstitial Adipose Tissue in Thigh Muscles for Patients with Osteoarthritis [C] . Jeffrey W. Prescott, Mike Priddy, Thomas M. Best, Annual International Conference of the IEEE Engineering in Medicine and Biology Society . 2009

机译：一种自动化方法，用于检测大腿肌腱中患者骨关节炎患者的脂肪脂肪组织
5. Deep Learning Architectures for Automated Image Segmentation [D] . Sengupta, Debleena 2019

机译：用于自动图像分割的深度学习架构
6. Deep Learning Automated Segmentation for Muscle and Adipose Tissue from Abdominal Computed Tomography in Polytrauma Patients [O] . Leanne L. G. C. Ackermans, Leroy Volmer, Leonard Wee, 2021

机译：腹部计算机断层扫描中肌肉和脂肪组织的深度学习自动分割
7. Validation of semi-automated thigh muscle and adipose tissue segmentation versus manual segmentation in a strength training intervention study [O] . J. Kemnitz, A. Ruhdorfer, T. Dannhauer, 2016

机译：在强度训练干预研究中验证半自动大腿肌和脂肪组织分割与手动分割

Clinical evaluation of fully automated thigh muscle and adipose tissue segmentation using a U-Net deep learning architecture in context of osteoarthritic knee pain

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