Performance evaluation system for automated lung segmentation system using HRCT Thorax images

机译：基于HRCT胸部图像的自动肺分割系统性能评估系统

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Segmentation is an important process especially in a Computer Aided Diagnosis (CADx) system. There are various methods of segmentation. A large majority of these involve a threshold based approach. For this study full HRCT Thorax scans from 10 normal patients were analysed. This study proposes a performance evaluation system for segmentation system. The performance evaluation uses five measures which are Jaccard's Index, Hausdorff Distance, Area Error, and Relative Volume Difference. A segmentation system previously developed for a limited five HRCT thorax segmentation system called ALSS was evaluated using the proposed system. The results from all performance measures showed that the segmentation system was consistent and was able to segment accurately across all the slices of the thorax.

机译：分割是一个重要的过程，尤其是在计算机辅助诊断（CADx）系统中。有多种分割方法。其中大多数涉及基于阈值的方法。对于本研究，分析了来自10名正常患者的完整HRCT胸部扫描。该研究提出了一种针对细分系统的性能评估系统。性能评估使用五个指标，分别是雅卡德指数，豪斯多夫距离，面积误差和相对体积差异。使用提议的系统评估了先前为有限的五个HRCT胸部分割系统（称为ALSS）开发的分割系统。所有性能指标的结果都表明，分割系统是一致的，并且能够在所有胸部切片上进行准确分割。

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来源
《2015 IEEE Student Symposium in Biomedical Engineering amp; Sciences》|2015年|93-97|共5页
会议地点 Shah Alam(MY)
作者
Joel Than Chia Ming; Norliza Mohd Noor; Ng Chuen Rue; Omar Mohd Rijal; Rosminah M. Kassim; Ashari Yunus;
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作者单位

Razak School of Engineering and Advanced Technology, UTM Kuala Lumpur Campus, Universiti Teknologi Malaysia, Jalan, Semarak, 54100 Kuala Lumpur, Malaysia;

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原文格式 PDF
正文语种 eng
中图分类
关键词
HRCT; lung; performance; segmentation;

机译：HRCT;肺;性能;分段;

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专利

1. Content-based image retrieval system for HRCT lung images: assisting radiologists in self-learning and diagnosis of Interstitial Lung Diseases [J] . Dash Jatindra Kumar, Mukhopadhyay Sudipta, Gupta Rahul Dash, Multimedia Tools and Applications . 2021,第15期

机译：基于内容的HRCT肺图像图像检索系统：辅助放射科学家在自学习和诊断间质性肺病
2. Automated body-lung-air material map segmentation from pre-clinical MRI images for PET attenuation correction in Tera-Tomo 3D PET reconstruction engine of nanoScan PET/MRI system [J] . Peter Bandi, Gabor Jakab, Norbert Zsoter, EJNMMI Physics . 2014,第S1期

机译：南载PET / MRI系统Tera-Tomo 3D PET重建引擎中的PET临床MRI图像的自动临床MRI图像映射分割
3. Automated ventricular systems segmentation in brain CT images by combining low-level segmentation and high-level template matching [J] . Wenan Chen, Rebecca Smith, Soo-Yeon Ji, BMC Medical Informatics and Decision Making . 2009,第SUPPLEMENTa1期

机译：通过组合低层分割和高层模板匹配，自动在脑部CT图像中进行心室系统分割
4. Performance evaluation system for automated lung segmentation system using HRCT Thorax images [C] . Joel Than Chia Ming, Norliza Mohd Noor, Ng Chuen Rue, IEEE Student Symposium in Biomedical Engineering Sciences . 2015

机译：利用HRCT胸部图像的自动肺分段系统性能评估系统
5. A context based automated system for lung nodule detection in CT images. [D] . Dajnowiec, Maciej. 2005

机译：基于上下文的自动系统，用于CT图像中的肺结节检测。
6. Automated ventricular systems segmentation in brain CT images by combining low-level segmentation and high-level template matching [O] . Wenan Chen, Rebecca Smith, Soo-Yeon Ji, 2009

机译：通过组合低层分割和高层模板匹配自动在脑部CT图像中进行心室系统分割
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Performance evaluation system for automated lung segmentation system using HRCT Thorax images

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