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2009 Fiscal Year Final Research Report

Development of accurate computer-aided diagnosis of pulmonary nodules in x-ray CT images by using multi-scale morphological recognition

Research Project

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Project/Area Number 19500413
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical systems
Research InstitutionTohoku University

Principal Investigator

HOMMA Noriyasu  Tohoku University, サイバーサイエンスセンター, 准教授 (30282023)

Co-Investigator(Renkei-kenkyūsha) ISHIBASHI Tadashi  東北大学, 大学院・医学系研究科, 教授 (40151401)
Research Collaborator GUPTA Madan  Department of Engineering, University of Saskatchewan, Professor Emeritus
Project Period (FY) 2007 – 2009
Keywords検査・診断システム / 知的画像診断
Research Abstract

In this research project, we developed a new intelligent method for computer aided detection of pulmonary nodules in x-ray CT images. An essential core of the method is to use some pieces of radiologist's professional knowledge to achieve clinically demanded high detection accuracy. The results demonstrated that the method can improve 30% of true positive rate for hardly-detectable nodules and reduce 40% of false positive rate compared to previous ones.

  • Research Products

    (17 results)

All 2010 2009 2008 2007

All Journal Article (4 results) Presentation (8 results) Book (4 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] A Study on Effect of Morphological Filters on Computer-aided Medical Image Diagnosis2009

    • Author(s)
      Noriyasu Homma, Yuko Kawai, Satoshi Shimoyama, Tadashi Ishibashi, Makoto Yoshizawa
    • Journal Title

      Artificial Life and Robotics Vol.14, No.2

      Pages: 191-194

  • [Journal Article] Dynamic Backpropagation (in Czech)2009

    • Author(s)
      Ivo Bukovsky, Noriyasu Homma
    • Journal Title

      Automatizace Vol.52, No.10

      Pages: 586-590

  • [Journal Article] Lung Area Extraction from X-ray CT Images for Computer-aided Diagnosis of Pulmonary Nodules by using Active Contour Model2009

    • Author(s)
      Noriyasu Homma, Satoshi Shimoyama, Tadashi Ishibashi, Makoto Yoshizawa
    • Journal Title

      WSEAS Trans.Information Science & Applications Vol.6, Issue 5

      Pages: 746-755

  • [Journal Article] Combinatorial Effect of Various Features Extraction on Computer Aided Detection of Pulmonary Nodules in X-ray CT Images2008

    • Author(s)
      Noriyasu Homma, Kazunori Takei, Tadashi Ishibashi
    • Journal Title

      WSEAS Trans.Information Science & Applications Vol.5, Issue 7

      Pages: 1127-1136

  • [Presentation] Sensitivity improvement of automatic pulmonary nodules detection in chest X-ray CT images2010

    • Author(s)
      S. Shimoyama, N. Homma, T. Ishibashi, M. Yoshizawa
    • Organizer
      15^<th> AROB'10
    • Place of Presentation
      Beppu, Japan
    • Year and Date
      2010-02-05
  • [Presentation] Auto-Detection of Non-Isolated Pulmonary Nodules Connected to The Chest Walls in X-ray CT images2009

    • Author(s)
      Satoshi Shimoyama, Noriyasu Homma, Masao Sakai, Tadashi Ishibashi, Makoto Yoshizawa
    • Organizer
      ICROS-SICE2009
    • Place of Presentation
      Fukuoka, Japan
    • Year and Date
      2009-08-20
  • [Presentation] Auto-Detection of Non-Isolated Pulmonary Nodules in X-ray CT Images2009

    • Author(s)
      N. Homma, S. Shimoyama, M. Sakai, T. Ishibashi, M. Yoshizawa
    • Organizer
      8th AIKED'09
    • Place of Presentation
      Cambridge, U.K.
    • Year and Date
      2009-02-22
  • [Presentation] A study on effect of morphological filters on computer-aided medical image diagnosis2009

    • Author(s)
      Noriyasu Homma, Yuko Kawai, Satoshi Shimoyama, Tadashi Ishibashi, Makoto Yoshizawa
    • Organizer
      14^<th> AROB'09
    • Place of Presentation
      Beppu, Japan
    • Year and Date
      2009-02-06
  • [Presentation] Fuzzy Neural Computing Systems : Theory and Applications2008

    • Author(s)
      Madan M. Gupta, Noriyasu Homma, Zeng-Guang Hou, Ashu M. G. Solo
    • Organizer
      Tutorial for IEEE ICAL
    • Place of Presentation
      Qingdao, China
    • Year and Date
      2008-08-31
  • [Presentation] Shape Features Extraction from Pulmonary Nodules in X-ray CT Images2008

    • Author(s)
      N. Homma, K. Saito, T. Ishibashi, M. M. Gupta, Z.-G. Hou, A. M. G. Solo
    • Organizer
      World Congress on Computational Intelligence
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2008-06-06
  • [Presentation] A new method for computer aided detection of pulmonary nodules in x-ray CT images2008

    • Author(s)
      Noriyasu Homma, Kazunori Takei, Tadashi Ishibashi
    • Organizer
      7^<th> AIKED' 08
    • Place of Presentation
      Cambridge, U.K.
    • Year and Date
      2008-02-20
  • [Presentation] Computer Aided Diagnosis for Pulmonary Nodules by Shape Feature Extraction2007

    • Author(s)
      K. Takei, N. Homma, T. Ishibashi, M. Sakai, M. Yoshizawa
    • Organizer
      SICE 2007
    • Place of Presentation
      Takamatsu, Japan
    • Year and Date
      2007-09-20
  • [Book] Artificial Higher Order Neural Networks for Computer Science and Engineering, Information Science Reference(Ming Zhang (Ed))2010

    • Author(s)
      Madan M. Gupta, Noriyasu Homma, Zeng-Guang Hou, Ashu M. G. Solo, Ivo Bukovsky
    • Total Pages
      397-422
    • Publisher
      Hershey
  • [Book] Discoveries and Breakthroughs in Cognitive Informatics and Natural Intelligence2009

    • Author(s)
      Bukovsky, I., Bila. J, Gupta, M., M, Hou, Z-G., Homma, N.
    • Total Pages
      508-523
    • Publisher
      IGI Publishing
  • [Book] Pattern Recognition2009

    • Author(s)
      Noriyasu Homma
    • Total Pages
      319-336
    • Publisher
      In-Tech
  • [Book] Artificial Higher Order Neural Networks for Economics and Business, Information Science Reference(Ming Zhang (Ed))2008

    • Author(s)
      Madan M. Gupta, Noriyasu Homma, Zeng-Guang Hou, Ashu M. G. Solo, Takakuni Goto
    • Total Pages
      368-388
    • Publisher
      Hershey
  • [Patent(Industrial Property Rights)] 画像診断支援システム、画像診断支援方法および画像診断支援プログラム2007

    • Inventor(s)
      本間経康, 武井一典, 石橋忠司, 酒井正夫, 吉澤誠
    • Industrial Property Rights Holder
      株式会社イメージワン, 国立大学法人東北大学
    • Industrial Property Number
      特許特願2007-134230
    • Filing Date
      2007-05-21

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Published: 2011-06-18   Modified: 2016-04-21  

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