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Three-dimensional medical image analysis of the organ regions using artificial neural networks

Research Project

Project/Area Number 19500389
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Biomedical engineering/Biological material science
Research InstitutionThe University of Tokushima

Principal Investigator

TADASHI Kondno  The University of Tokushima, 大学院・ヘルスバイオサイエンス研究部, 教授 (80205559)

Project Period (FY) 2007 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2008: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Fiscal Year 2007: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywords医用・生体画縁 / 人工ニューラルネットワーク / 医用画像解析 / コンピュータ支援診断 / GMDH
Research Abstract

マルチスライスCTやMRI装置から得られた3次元構造をした医用画像データを対象にして、いろいろな臓器の3次元領域を正確に画像認識することが可能な改良的GMDH-typeニューラルネットワークアルゴリズムを開発した。この改良形GMD H-typeニューラルネットワークスは
最適な画像特徴量(入力変数)の自己選択機能
最適なニューラルネットワークス構造の自己選択機能のような機能を備えている。開発した3次元医用画像解析システムを用いて
頭部のマルチスライスCT画像の解
心臓のマルチスライスCT画像の解析
などの各種臓器の画像認識を行い得られた画像を解析した。そして、開発した3次元画像認識用のニューラルネットワークアルゴリズムの改良を行った。

Report

(3 results)
  • 2008 Annual Research Report   Final Research Report ( PDF )
  • 2007 Annual Research Report
  • Research Products

    (36 results)

All 2009 2008 2007

All Journal Article (29 results) (of which Peer Reviewed: 15 results) Presentation (7 results)

  • [Journal Article] Medical image recognition of abdominal multi-organs by RBF GMDH-type neural network, International Journal of Innovative Computing2009

    • Author(s)
      T. Kondo and J. Ueno
    • Journal Title

      Information and Control vol.5, no.1

      Pages: 225-240

    • Related Report
      2008 Final Research Report
  • [Journal Article] Three-dimensional medical image analysis of the heart by the revised GMDH-type neural network self-selecting optimum neural network architecture2009

    • Author(s)
      C. Kondo and T. Kondo
    • Journal Title

      Proceedings of AROB

      Pages: 397-400

    • Related Report
      2008 Final Research Report
  • [Journal Article] Revised GMDH-type neural network algorithm self-selecting optimum neural network architecture2009

    • Author(s)
      C. Kondo and T. Kondo
    • Journal Title

      Proceedings of AROB

      Pages: 410-413

    • Related Report
      2008 Final Research Report
  • [Journal Article] Revised GMDH-type neural network algorithm for medical image recognition and its application to 3-dimensional medical image analysis of the heart2009

    • Author(s)
      T. Kondo and J. Ueno
    • Journal Title

      Proceedings of the 40th ISCIE International Symposium on Stochastic Systems Theory and Its Applications

      Pages: 148-153

    • Related Report
      2008 Final Research Report
  • [Journal Article] Medical image recognition of abdominal multi-organs by RBF GMDH-type neural network2009

    • Author(s)
      Kondo T.
    • Journal Title

      International Journal of Innovative Computing, Information and Control 5

      Pages: 225-240

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Tree-dimensional medical image analysis of the heart by the revised GMDH-type neural network self-selecting optimum neural network architecture2009

    • Author(s)
      Kondo C.
    • Journal Title

      Proceedings of the 14^<th> International Symposium on Artificial Life and Robotics

      Pages: 397-400

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Revised GMDH-type neural network algorithm self-selecting optimum neural network architecture2009

    • Author(s)
      Kondo C.
    • Journal Title

      Proceedings of the 14^<th> International Symposium on Artificial Life and Robotics

      Pages: 410-413

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Revised GMDH-type neural network algorithm for medical image recognition and its application to 3-dimensional medical image analysis of the heart2009

    • Author(s)
      Kondo T.
    • Journal Title

      Proceedings of the 40th ISCIE International Symposium on Stochastic Systems Theory and Its Applications (In press)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feedback GMDH-type neural network using prediction error criterion and its application to 3-dimensinal medical image recognition2008

    • Author(s)
      T. Kondo
    • Journal Title

      Proceedings of SICE Annual Conference

      Pages: 1050-1055

    • Related Report
      2008 Final Research Report
  • [Journal Article] Feedback GMDH-type neural network algorithm using prediction error criterion for self-organization2008

    • Author(s)
      T. Kondo
    • Journal Title

      Proceedings of SICE Annual Conference

      Pages: 1044-1049

    • Related Report
      2008 Final Research Report
  • [Journal Article] Medical image recognition of Abdominal organs by RBF GMDH-type neural network2008

    • Author(s)
      T. Kondo and J. Ueno
    • Journal Title

      Proceedings of the 39th ISCIE International Symposium on Stochastic Systems Theory and Its Applications

      Pages: 177-182

    • Related Report
      2008 Final Research Report
  • [Journal Article] Multi-layered GMDH-type neural network self-selecting optimum neural network architecture and its application to 3-dimensional medical image recognition of blood vessels2008

    • Author(s)
      T. Kondo and J. Ueno
    • Journal Title

      International Journal of Innovative Computing, Information and Control

      Pages: 175-187

    • Related Report
      2008 Final Research Report
  • [Journal Article] Nonlinear pattern identification by multi-layered GMDH-type neural network self-selecting optimum neural network architecture2008

    • Author(s)
      T. Kondo
    • Journal Title

      Neural Information Processing

      Pages: 882-891

    • Related Report
      2008 Final Research Report
  • [Journal Article] Feedback GMDH-type neural network using prediction error criterion and its application to 3-dimensinal medical image recognition2008

    • Author(s)
      Kondo T.
    • Journal Title

      Proceedings of SICE Annual Conference 2008

      Pages: 1050-1055

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feedback GMDH-type neural network algorithm using prediction error criterion for self-organization2008

    • Author(s)
      Kondo T.
    • Journal Title

      Proceedings of SICE Annual Conference 2008

      Pages: 1044-1049

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image recognition of Abdominal multi-organs by RBF GMDH-type neural network2008

    • Author(s)
      Kondo T.
    • Journal Title

      Proceedings of the 39th ISCIE International Symposium on Stochastic Systems Theory and Its Applications

      Pages: 177-182

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 最適なネットワーク構造を自己選択するGMDH-typeニューラルネットワークアルゴリズムとその医用画像認識への応用2008

    • Author(s)
      近藤 正
    • Journal Title

      電子情報通信学会技術研究報告 Vol. 108 No. 29

      Pages: 17-24

    • NAID

      110006881041

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-layered GMDH-type neural network self-selecting optimum neuralnetwork architecture and its application to 3-dimensional medical imagerecognition of blood vessels2008

    • Author(s)
      T. Kondo
    • Journal Title

      International Journal of Innovative Computing, Information and Control 4

      Pages: 175-185

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Nonlinear pattern identification by multi-layered GMDH-type neuralnetwork self-selecting optimum neural network architecture2008

    • Author(s)
      T. Kondo
    • Journal Title

      Lecture Notes in Computer Science (in press)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] GMDH-type neural network algorithm with a feedback loop for structural identification of RBF neural network2007

    • Author(s)
      T. Kondo, A.S. Pandya and H. Nagashino
    • Journal Title

      International Journal of Knowledge-Based and Intelligent Engineering System Vol.11

      Pages: 157-168

    • Related Report
      2008 Final Research Report
  • [Journal Article] Logistic GMDH-type neural network and its application to identification of X-ray film characteristic curve2007

    • Author(s)
      T. Kondo and J. Ueno
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics Vol.11, No.3

      Pages: 312-318

    • Related Report
      2008 Final Research Report
  • [Journal Article] Medical image recognition of abdominal X-ray CT image by RBF GMDH-type neural network2007

    • Author(s)
      T. Kondo and J. Ueno
    • Journal Title

      Proceedings of SICE Annual Conference 2007

      Pages: 1112-1116

    • Related Report
      2008 Final Research Report
  • [Journal Article] Feedback GMDH-type neural network self-selecting optimum neural network architecture and its application to 3-dimensional medical image recognition of the lungs2007

    • Author(s)
      T. Kondo and J. Ueno
    • Journal Title

      Proceedings of IWIM 2007

      Pages: 63-70

    • Related Report
      2008 Final Research Report
  • [Journal Article] Multi-layered GMDH-type neural network self-selecting optimum neural network architecture and its application to nonlinear system identification2007

    • Author(s)
      T. Kondo and J. Ueno
    • Journal Title

      Proceedings of IWIM 2007

      Pages: 55-62

    • Related Report
      2008 Final Research Report
  • [Journal Article] GMDH-type neural network algorithm with a feedback loop for structural identification of RBF neural network2007

    • Author(s)
      T. Kondo
    • Journal Title

      International Journal of Knowledge-Based and Intelligent Engineering System 11

      Pages: 157-168

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Logistic GMDH-type neural network and its application to identificationof X-ray film characteristic curve2007

    • Author(s)
      T. Kondo
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics 11

      Pages: 312-318

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Medical image recognition of abdominal X-ray CT image by RBFGMDH-type neural network2007

    • Author(s)
      T. Kondo
    • Journal Title

      Proceedings of SICE Annual Conference 2007

      Pages: 1112-1116

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Feedback GMDH-type neural network self-selecting optimum neuralnetwork architecture and its application to 3-dimensional medical image recognition of the lungs2007

    • Author(s)
      T. Kondo
    • Journal Title

      Proceedings of IWIM 2007

      Pages: 63-70

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-layered GMDH-type neural network self-selecting optimum neuralnetwork architecture and its application to nonlinear system identification2007

    • Author(s)
      T. Kondo
    • Journal Title

      Proceedings of IWIM 2007

      Pages: 55-62

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] 医用画像認識のための改良形GMDH-typeニューラルネットワークアルゴリズムと心臓領域の3次元医用画像解析への応用2008

    • Author(s)
      近藤 正
    • Organizer
      第49回日本放射線技術学会中国・四国部会学術大会
    • Place of Presentation
      徳島市郷土文化会館
    • Year and Date
      2008-12-07
    • Related Report
      2008 Annual Research Report
  • [Presentation] 医用画像認識のための改良形GMDH-typeニューラルネットワークアルゴリズムと心臓マルチスライスCT画像の3次元医用画像解析2008

    • Author(s)
      近藤 正
    • Organizer
      第61回電気関係学会九州支部連合大会
    • Place of Presentation
      大分大学工学部
    • Year and Date
      2008-09-24
    • Related Report
      2008 Annual Research Report
  • [Presentation] 最適なネットワーク構造を自己選択するGMDH-typeニューラルネットワークアルゴリズムとその医用画像認識への応用2008

    • Author(s)
      近藤正
    • Organizer
      電子情報通信学会技術研究報(Vol.108, No.29, pp.17-24)
    • Related Report
      2008 Final Research Report
  • [Presentation] RBF GMDH-typeニューラルネットワークを用いた腹部マルチスライスCT画像の医用画像認識2007

    • Author(s)
      近藤 正
    • Organizer
      第48回日本放射線技術学会中国・四国部会学術大会
    • Place of Presentation
      広島アステールプラザ
    • Year and Date
      2007-11-10
    • Related Report
      2007 Annual Research Report
  • [Presentation] Medical image recognition of abdominal organs by RBF GMDH-typeneural network2007

    • Author(s)
      T. Kondo
    • Organizer
      The 39th ISCIE International Symposium on Stochastic Systems Theory and Its Applications
    • Place of Presentation
      佐賀大学工学部
    • Year and Date
      2007-11-08
    • Related Report
      2007 Annual Research Report
  • [Presentation] 最適なネットワーク構造を自己選択する改良形GMDH-typeニューラルネットワークによる3次元医用画像認識2007

    • Author(s)
      近藤正
    • Organizer
      電子情報通信学会MEとバイオサイバネテックス研究会(MBE)
    • Place of Presentation
      徳島大学工学部
    • Year and Date
      2007-07-20
    • Related Report
      2008 Final Research Report
  • [Presentation] 最適なネットワーク構造を自己選択する改良形GMDH-typeニューラルネットワークによる3次元医用画像認識2007

    • Author(s)
      近藤 正
    • Organizer
      電子情報通信学会MEとバイオサイバネテヅクス研究会(MBE)
    • Place of Presentation
      徳島大学工学部
    • Year and Date
      2007-07-20
    • Related Report
      2007 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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