Computer-aided lung nodule detection based on CT images

被引:0
|
作者
Jia Tong [1 ]
Zhao Da-Zhe [1 ]
Wei Ying [1 ]
Zhu Xin-Hua [1 ]
Wang Xu [1 ]
机构
[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110179, Peoples R China
关键词
nodule detection; lung parenchyma segmentation; computer-aided detection; CT image;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Lung cancer is the most common fatal malignancy in both men and women, early detection and treatment of lung cancer can greatly improve the survival rate of patient. This paper presents an automatic computer-aided detection (CAD) scheme that can identify the lung nodule at an early stage from CT images. The work is separated to several steps: the segmentation of lung parenchyma, the detection of suspicious nodule candidates, the feature extraction and classification, use adaptive threshold segmentation, math morphologic, Gaussian filter, Hessian matrix algorithms. Though clinical trials, the computer-aided detection scheme can help physician improve the diagnosis efficiency.
引用
收藏
页码:816 / 819
页数:4
相关论文
共 50 条
  • [31] Lung Nodule Computer-Aided Detection as a Second Reader: Influence on Radiology Residents
    Teague, Shawn D.
    Trilikis, George
    Dharaiya, Ekta
    [J]. JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 2010, 34 (01) : 35 - 39
  • [32] Computer-aided detection of lung nodules in CT: Preliminary results
    Paik, DS
    Napel, S
    Coulam, CH
    Naidich, DP
    Rubin, GD
    [J]. RADIOLOGY, 2001, 221 : 546 - 546
  • [33] Application of a kernel-based online learning algorithm to the classification of nodule candidates in computer-aided detection of CT lung nodules
    Matsumoto, Sumiaki
    Ohno, Yoshiharu
    Yamagata, Hitoshi
    Takenaka, Daisuke
    Sugimura, Kazuro
    [J]. INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2007, 2 : S359 - S360
  • [34] Computer-aided Classification of Lung Nodules on CT Images with Expert Knowledge
    Wan, Chuangye
    Ma, Ling
    Liu, Xiabi
    Fei, Baowei
    [J]. MEDICAL IMAGING 2021: IMAGE-GUIDED PROCEDURES, ROBOTIC INTERVENTIONS, AND MODELING, 2021, 11598
  • [35] Hybrid lung segmentation in chest CT images for computer-aided diagnosis
    Yim, Y
    Hong, H
    Shin, YG
    [J]. Healthcom 2005: 7th International Workshop on Enterprise Networking and Computing in Healthcare Industry, Proceedings, 2005, : 378 - 383
  • [36] RapidScreen: A computer-aided lung nodule diagnosis system
    Chang, YSS
    Yeh, HYM
    [J]. RADIOLOGY, 1996, 201 : 9701 - 9701
  • [37] Computer-aided detection (CAD) of hepatocellular carcinoma on multiphase CT images
    Tajima, Tetsuji
    Zhang, Xuejun
    Kitagawa, Teruhiko
    Kanematsu, Masayuki
    Zhou, Xiangrong
    Hara, Takeshi
    Fujita, Hiroshi
    Yokoyama, Ryujiro
    Kondo, Hiroshi
    Hoshi, Hiroaki
    Nawano, Shigeru
    Shinozaki, Kenji
    [J]. MEDICAL IMAGING 2007: COMPUTER-AIDED DIAGNOSIS, PTS 1 AND 2, 2007, 6514
  • [38] Computer-aided detection for CT colonography
    Xu Y.-R.
    Zhao J.
    [J]. Journal of Shanghai Jiaotong University (Science), 2014, 19 (05) : 531 - 537
  • [39] Computer-Aided Detection for CT Colonography
    徐嫣然
    赵俊
    [J]. Journal of Shanghai Jiaotong University(Science), 2014, 19 (05) : 531 - 537
  • [40] Computer-aided diagnosis of the airways - Beyond nodule detection
    Kiraly, Atilla P.
    Odry, Benjamin L.
    Godoy, Myrna C. B.
    Geiger, Bernhard
    Novak, Carol L.
    Naidich, David P.
    [J]. JOURNAL OF THORACIC IMAGING, 2008, 23 (02) : 105 - 113