Learning-based vertebra localization and labeling in 3D CT data of possibly incomplete and pathological spines

Jakubicek Roman; Chmelik Jiri; Jan Jiri; Ourednicek Petr; Lambert Lukas; Gavelli Giampaolo

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Learning-based vertebra localization and labeling in 3D CT data of possibly incomplete and pathological spines

机译：基于学习的椎骨本地化和3D CT数据的标记可能不完整和病理刺

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摘要

Background and objective: We present a fully automatic system based on learning approaches, which aims to localization and identification (labeling) of vertebrae in 3D computed tomography (CT) scans of possibly incomplete spines in patients with bone metastases and vertebral compressions.

机译：背景和目的：我们介绍了一种基于学习方法的全自动系统，旨在在骨转移患者和椎体压缩患者中的3D计算断层扫描（CT）扫描中的椎骨定位和鉴定（标记）。

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《Computer Methods and Programs in Biomedicine: An International Journal Devoted to the Development, Implementation and Exchange of Computing Methodology and Software Systems in Biomedical Research and Medical Practice》 |2020年第2020期|共9页
作者
Jakubicek Roman; Chmelik Jiri; Jan Jiri; Ourednicek Petr; Lambert Lukas; Gavelli Giampaolo;
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作者单位

Brno Univ Technol Dept Biomed Engn Tech 12 Brno 61200 Czech Republic;

Brno Univ Technol Dept Biomed Engn Tech 12 Brno 61200 Czech Republic;

Brno Univ Technol Dept Biomed Engn Tech 12 Brno 61200 Czech Republic;

St Annes Univ Hosp Brno Czech Republic;

Charles Univ Prague Fac Med 1 Dept Radiol Prague Czech Republic;

Ist Sci Romagnolo Studio &

Cura Tumori IRST Srl IRCCS Meldola Italy;

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原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词
Vertebra detection; Learning-based approach; Convolution neural network; Pathological vertebrae;

机译：椎骨检测;基于学习的方法;卷积神经网络;病理椎骨;

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1. Learning-based vertebra localization and labeling in 3D CT data of possibly incomplete and pathological spines [J] . Jakubicek Roman, Chmelik Jiri, Jan Jiri, Computer Methods and Programs in Biomedicine: An International Journal Devoted to the Development, Implementation and Exchange of Computing Methodology and Software Systems in Biomedical Research and Medical Practice . 2020,第期

机译：基于学习的椎骨本地化和3D CT数据的标记可能不完整和病理刺
2. Single Vertebra Tuberculosis Presenting with Solitary Localized Osteolytic Lesion in Young Adult Lumbar Spines [J] . Ping Zhen, Xu-sheng Li, Hao Lu Orthopaedic surgery . 2013,第2期

机译：青年人腰椎孤立性局限性溶骨性病变的单椎骨结核
3. Facial action unit recognition under incomplete data based on multi-label learning with missing labels [J] . Li Yongqiang, Wu Baoyuan, Ghanem Bernard, Pattern Recognition: The Journal of the Pattern Recognition Society . 2016,第Null期

机译：基于缺失标签的多标签学习的不完全数据下的面部动作单元识别
4. LEARNING-BASED SPINE VERTEBRA LOCALIZATION AND SEGMENTATION IN 3D CT IMAGE [C] . Erkang Cheng, Yixun Liu, Henky Wibowo, IEEE International Symposium on Biomedical Imaging . 2016

机译：基于学习的脊柱椎骨定位与3D CT图像分割
5. Breast cancer detection on automated 3D ultrasound with co-localized 3D X-ray. [D] . Sinha, Sumedha. 2010

机译：通过自动3D超声和共定位3D X射线进行乳腺癌检测。
6. Single Vertebra Tuberculosis Presenting with Solitary Localized Osteolytic Lesion in Young Adult Lumbar Spines [O] . Ping Zhen, Xu‐sheng Li, Hao Lu 2013

机译：青年人腰椎孤立性局限性溶骨性病变的单椎骨结核
7. Automatic Vertebra Labeling in Large-Scale 3D CT using Deep Image-to-Image Network with Message Passing and Sparsity Regularization [O] . Yang, Dong, Xiong, Tao, Xu, Daguang, 2017

机译：利用Deep算法在大规模三维CT中自动标注椎体具有消息传递和稀疏正则化的图像到图像网络

Learning-based vertebra localization and labeling in 3D CT data of possibly incomplete and pathological spines

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