The application of BI-RADS feature in the ultrasound breast tumor CAD system | |
Zhang, Fan1; Huang, Qinghua1; Li, Xuelong2; Huang, Qinghua (qhhuang@scut.edu.cn) | |
2018-02-22 | |
会议名称 | 10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2017 |
会议录名称 | Proceedings - 2017 10th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2017 |
卷号 | 2018-January |
页码 | 1-5 |
会议日期 | 2017-10-14 |
会议地点 | Shanghai, China |
出版者 | Institute of Electrical and Electronics Engineers Inc. |
产权排序 | 2 |
摘要 | The breast cancer is one of the most common diseases in women. This paper proposed a breast tumor computer aided diagnosis (CAD) system utilized the Breast Imaging Reporting and Data System (BI-RADS) features. The BI-RADS feature scoring scheme is designed to transform the BI-RADS report to a vector. And the decision tree algorithm is adopted to classify the vector. Compared with previous CAD system, the proposed system is easier to be understood by the clinician. Without the image preprocessing, the proposed system can be applied in different ultrasound machines. There are 440 samples collected from the Cancer Center of Sun Yat-sen University. In the experiment, the five-fold cross validation is employed to evaluate the proposed system. The result shows that the performance of the proposed system is better than the CAD method which takes the BI-RADS feature as a guide to extract features from images. The average accuracy achieves 89.38%, specificity is 90.74%, sensitivity is 86.18%, positive predictive value (PPV) reaches 93.57% and negative predictive value (NVP) is 79.82%. © 2017 IEEE. |
作者部门 | 光学影像学习与分析中心 |
DOI | 10.1109/CISP-BMEI.2017.8302276 |
收录类别 | EI |
ISBN号 | 9781538619377 |
语种 | 英语 |
EI入藏号 | 20182205251253 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | http://ir.opt.ac.cn/handle/181661/30319 |
专题 | 光谱成像技术研究室 |
通讯作者 | Huang, Qinghua (qhhuang@scut.edu.cn) |
作者单位 | 1.School of Electronic and Information Engineering, South China University of Technology, Guangzhou; 510641, China 2.Center for OPTical IMagery Analysis and Learning (OPTIMAL), State Key Laboratory of Transient Optics and Photonics, Xi'An Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, Shaanxi; 710119, China |
推荐引用方式 GB/T 7714 | Zhang, Fan,Huang, Qinghua,Li, Xuelong,et al. The application of BI-RADS feature in the ultrasound breast tumor CAD system[C]:Institute of Electrical and Electronics Engineers Inc.,2018:1-5. |
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