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Research on Computer-Aided Diagnosis System for Lung Cancer Detection by X-ray CT.

Research Project

Project/Area Number 10558049
Research Category

Grant-in-Aid for Scientific Research (B).

Allocation TypeSingle-year Grants
Section展開研究
Research Field Intelligent informatics
Research InstitutionToyohashi University of Technology

Principal Investigator

YAMAMOTO Shinji  Toyohashi University of Technology, Prof., 工学部, 教授 (80230556)

Co-Investigator(Kenkyū-buntansha) 江 浩  郵政省, 通信総合研究所, 主任研究官
MIZUNO Shinji  Toyohashi University of Technology, 工学部, 助手 (20314099)
TAKIZAWA Hotaka  Toyohashi University of Technology, 工学部, 助手 (40303705)
HAO Jiang  Toyohashi University of Technology
松本 満臣  東京都立保健科学大学, 放射線学科, 教授 (20209654)
山田 博文  豊橋技術科学大学, 工学部, 助手 (50283502)
Project Period (FY) 1998 – 2000
Project Status Completed (Fiscal Year 2000)
Budget Amount *help
¥13,000,000 (Direct Cost: ¥13,000,000)
Fiscal Year 2000: ¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 1999: ¥3,400,000 (Direct Cost: ¥3,400,000)
Fiscal Year 1998: ¥8,100,000 (Direct Cost: ¥8,100,000)
KeywordsLung Cancer / Image Processing / Pattern Recognition / Computer Aided Diagnosis / CT Image
Research Abstract

We proposed to apply X-ray CT scanner for screening test of lung cancer and started to develop a CAD system, which is essential to realize the widespread of this screening system. We already developed a first-step CAD algorithm and applied it to the small size clinical test. As the results we found some items to be brushed up to get more accurate classification rate.
In this research activity, we developed the following items to level up our CAD algorithm, which would be applied to practical usage in future.
(1) Development of a classification algorithm between abnormal nodules and normal vessels based on 3-D structure of objects.
(2) Development of the variable-Quoit algorithm adaptively fitting to the various sizes of nodules.
(3) Development of a real-time, dynamic MIP algorithm
(4) Prototype construction of GUI system for CAD

Report

(4 results)
  • 2000 Annual Research Report   Final Research Report Summary
  • 1999 Annual Research Report
  • 1998 Annual Research Report
  • Research Products

    (30 results)

All Other

All Publications (30 results)

  • [Publications] 滝沢穂高 ほか: "物体の3次元構造と認識の不確かさを考慮した胸部X線CT像からの結節認識"電子情報通信学会論文誌. J83-D-II,1. 199-208 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 江浩 ほか: "肺がん検診用X線CT像の計算機支援画像診断システム"電子情報通信学会論文誌. J83-D-II,1. 333-341 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Takizawa, etc.: "Recognition of Lung Cancers from X-ray CT Images Considering 3-D Structure of Objects and Uncertainty of Recognition"Proc. SPIE Medical Imaging 2000. vol.1,No.24. 998-1007 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Jiang,etc.: "Support System for Lung Cancer Screening by CT"Proc. SPIE Medical Imaging 2000. vol.1,No.24. 386-393 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 奥村俊昭 ほか: "Active Cylinder Modelを用いた胸部X線CT像からの肺野領域精密抽出"日本医用画像工学会論文誌. 18,2. 136-148 (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Takizawa,etc.: "Recognition of Lung Nodules From X-Ray CT Images Considering 3-D Structure of Objects and Uncertainty of Recognition"Medical Physics. Vol.27,No.6. (2000)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Takizawa, etc.: "Recognition of Lung Nodules from X-ray CT Images Considering 3-D Structure of Objects and Uncertainty of Recognition"The Transactions of the Institute of Electronics, Information and Communication Engineers. J83-D-II,1. 199-208 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Jiang, etc.: "Computer-Aided Diagnosis System of Lung Cancer Screening by X-Ray CT"The Transactions of the Institute of Electronics, Information and Communication Engineers. J83-D-II,1. 333-341 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Takizawa, etc.: "Recognition of Lung Cancers from X-ray CT Images Considering 3-D Structure of Objects and Uncertainty of Recognition"Proc. SPIE Medical Imaging 2000. 1,24. 998-1007 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Jiang, etc.: "Support System for Lung Cancer Screening by CT"Proc. SPIE Medical Imaging 2000. 1,24. 386-393 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] T.Okumura, etc.: "Detailed Extraction Method for the Lung Region Using the Active Cylinder Model in Chest X-ray CT Images"Medical Image Technology. 18,2. 136-148 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] H.Takizawa, etc.: "Recognition of Lung Nodules From X-Ray CT Images Considering 3-D Structure of Objects and Uncertainty of Recognition"Medical Physics. 27. 6 (2000)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2000 Final Research Report Summary
  • [Publications] 滝沢穂高 ほか: "物体の3次元構造と認識の不確かさを考慮した胸部X線CT像からの結節認識"電子情報通信学会論文誌. J83-D-II,1. 199-208 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 江浩 ほか: "肺がん検診用X線CT像の計算機支援画像診断システム"電子情報通信学会論文誌. J83-D-II,1. 333-341 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Takizawa,etc.: "Recognition of Lung Cancers from X-ray CT Images Considering 3-D Structure of Objects and Uncertainty of Recognition"Proc.SPIE Medical Imaging 2000. vol.1,No.24. 998-1007 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Jiang,etc.: "Support System for Lung Cancer Screening by CT"Proc.SPIE Medical Imaging 2000. vol.1,No.24. 386-393 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 奥村俊昭 ほか: "Active Cylinder Modelを用いた胸部X線CT像からの肺野領域精密抽出"日本医用画像工学会論文誌. 18,2. 136-148 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] H.Takizawa,etc.: "Recognition of Lung Nodules from X-Ray CT Images Considering 3-D Structure of Objects and Uncertainty of Recognition"Medical Physics. Vol.27,No.6. (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 奥村俊昭: "胸部X線CT像からの肺野領域助骨側境界線の精密抽出法の検討"Medical Image Technology (日本医用画像工学会論文誌). 16・4. 451-452 (1998)

    • Related Report
      1999 Annual Research Report
  • [Publications] T.Okumura: "Automatic Detection of Lung Cancers in Chest CT Images by Vriable N-Quoit Filter"14th International Conference on Pattern Recognition (ICPR'98). 1671-1673 (1998)

    • Related Report
      1999 Annual Research Report
  • [Publications] 三輪倫子: "可変N-Quoitフィルタを用いた胸部X線CT像からの肺がん病巣候補自動抽出"電子情報通信学会論文誌. J82-D-II・2. 178-187 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 杉山篤志: "胸部X線CT像の計算機診断支援システムにおける偽陽性陰影の削減"Medical Image Technology (日本医用画像工学会論文誌). 17・3. 217-227 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 滝沢穂高: "物体の3次元構造と認識の不確かさを考慮した胸部X線CT画像からの結節認識"電子情報通信学会論文誌. J83-D-II・1. 199-208 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] 江浩: "肺がん検診用X線CT像の計算機支援画像診断システム"電子情報通信学会論文誌. J83-D-II・1. 333-341 (2000)

    • Related Report
      1999 Annual Research Report
  • [Publications] H.Jiang: "A GUI system for computer-aided diagnosis of lung cancer screening by using CT" Computer Assisted Rediology and Surgery(CAR'98). 236-241 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] T.Okumura: "Variable N-Quoit filter applied for automatic detection of lung cancer by X-ray CT" Computer Assisted Rediology and Surgery(CAR'98). 242-247 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 奥村俊昭: "肺がん検診用CT(LSCT)の診断支援システム" コンピュータ支援画像診断学会論文誌. 2・3. 1-8 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 奥村俊昭: "胸部X線CT像からの肺野領域肋骨側境界線の精密抽出法の検討" Medical Image Technology(日本医用画像工学会論文誌). 16・4. 451-452 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] T.Okumura: "Automatic Detection of Lung Cancers in Chest CT Images by Vriable N-Quoit Filter" 14th International Conference on Pattern Recognition(ICPR'98). 1671-1673 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] 三輪倫子: "可変N-Quoitフィルタを用いた胸部X線CT像からの肺がん病巣候補自動抽出" 電子情報通信学会論文誌. J82-D-II・2. 178-187 (1999)

    • Related Report
      1998 Annual Research Report

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Published: 1998-04-01   Modified: 2016-04-21  

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