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Computer-Aided Diagnosis for Brain Check-up

Research Project

Project/Area Number 24591815
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Radiation science
Research InstitutionKumamoto University

Principal Investigator

UCHIYAMA Yoshikazu  熊本大学, 生命科学研究部, 准教授 (50325172)

Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsラクナ梗塞 / 未破裂脳動脈瘤 / コンピュータ支援診断 / 脳動脈瘤
Outline of Final Research Achievements

The purpose of this study is to sophisticate two CAD schemes: (1) for the detection of lacunar infarcts on MR images and (2) for the detection of unruptured aneurysms on MRA images. To improve the method for distinguishing between lacunar infarcts and false positives, we developed eigenspace template matching, kernel eigenspace template matching, and AdaBoost template matching. In addition, we developed a novel technique by using gradient concentration filter bank and random forest in order to sophisticate the method for distinguishing between unruptured aneurysms and false positives. By using these proposed method, we could achieve a high detection performance compared with conventional methods.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (24 results)

All 2015 2014 2013 2012

All Journal Article (11 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 3 results) Presentation (11 results) (of which Invited: 1 results) Book (1 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Eigenspace template matching for detection of lacunar infarcts on MR images2015

    • Author(s)
      Y.Uchiyama, A.Abe, C.Muramatsu, T.Hara, J.Shiraishi, H.Fujita
    • Journal Title

      J Digit Imaging

      Volume: 28(1) Pages: 116-122

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] ラクナ梗塞検出のためのカーネル固有空間テンプレートマッチング2015

    • Author(s)
      村川彩希,谷河文香,内山良一,村松千左子,原武史,藤田広志
    • Journal Title

      日本放射線技術学会雑誌

      Volume: 71(2) Pages: 85-91

    • NAID

      130004776322

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Automatic segmentation method of striatum regions in quantitative susceptibility mapping images2015

    • Author(s)
      S.Murakawa, Y.Uchiyama, T.Hirai
    • Journal Title

      Proc of SPIE Medical imaging

      Volume: 9414

    • Related Report
      2014 Annual Research Report
    • Acknowledgement Compliant
  • [Journal Article] モルフォロジーフィルタバンクにおける構造要素形状の選択2015

    • Author(s)
      橋本隆太郎,内村圭一,上瀧剛,内山良一
    • Journal Title

      電子情報通信学会技術報告

      Volume: 114(482) Pages: 305-310

    • Related Report
      2014 Annual Research Report
  • [Journal Article] モルフォロジーフィルタバンクを用いた粒状・線状成分の抽出とその評価2014

    • Author(s)
      橋本隆太郎,内村圭一,上瀧剛,内山良一
    • Journal Title

      電子情報通信学会技術報告

      Volume: MI2014-51 Pages: 43-48

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Computerized detection of lacunar infarcts on MR images by using template matching based on kernel principal component analysis2014

    • Author(s)
      S.Murakawa, A.Tanigawa, Y.Uchiyama, C.Muramatsu, T.Hara, J.Shiraishi, H.Fujita
    • Journal Title

      International Journal of Computer Assisted Radiology and Surgery

      Volume: 9(1)

    • Related Report
      2014 Annual Research Report
  • [Journal Article] AdaBoostテンプレートマッチングを用いたラクナ梗塞の検出手法の改良2014

    • Author(s)
      谷河文香,内山良一,村松千左子,原武史,白石順二,藤田広志
    • Journal Title

      電子情報通信学会技術報告

      Volume: 113 Pages: 323-326

    • NAID

      120006342139

    • Related Report
      2013 Research-status Report
  • [Journal Article] テンプレートマッチングを用いたラクナ梗塞検出のためのコンピュータ支援診断システムの改良2013

    • Author(s)
      阿部晃子,内山良一,村松千左子,原武史,白石順二,藤田広志
    • Journal Title

      医用画像情報学会雑誌

      Volume: 30 Pages: 39-43

    • NAID

      130003366635

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 頭頸部領域におけるコンピュータ支援診断システムの開発と現状2013

    • Author(s)
      福岡大輔,内山良一,村松千左子,原武史,藤田広志
    • Journal Title

      日本放射線技術学会雑誌

      Volume: 69 Pages: 1313-1319

    • NAID

      10031203908

    • Related Report
      2013 Research-status Report
  • [Journal Article] テンプレートマッチングを用いたラクナ梗塞検出のためのコンピュータ支援診断システムの改良2013

    • Author(s)
      阿部晃子,内山良一,村松千左子,原武史,白石順二,藤田広志
    • Journal Title

      医用情報学会雑誌

      Volume: in press

    • NAID

      130003366635

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Improvement of CAD scheme for classification of lacunar infarcts and enlarged Virchow Robin spaces using Visible Korean Human Image2012

    • Author(s)
      Y. Uchiyama, T. Hara, J. Shiraishi, M.S. Chung, H. Fujita
    • Journal Title

      Proc. of International Forum on Medical Imaging in Asia

      Volume: 1

    • Related Report
      2012 Research-status Report
  • [Presentation] Morphology filter bank and its application to medical image analysis2015

    • Author(s)
      R.Hashimoto, K.Uchimura, G.Koutaki, Y.Uchiyama
    • Organizer
      The International Forum onMedical Imaging in Asia
    • Place of Presentation
      台湾
    • Year and Date
      2015-01-11 – 2015-01-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] 定量的磁化率マッピング画像を用いた線条体および黒質領域の自動抽出2014

    • Author(s)
      久保寛子,村川彩希,内山良一,平井俊範
    • Organizer
      第9回九州放射線医療技術学術大会
    • Place of Presentation
      北九州国際会議場
    • Year and Date
      2014-11-01 – 2014-11-02
    • Related Report
      2014 Annual Research Report
  • [Presentation] ベクトル集中度フィルタとマハラノビス距離を用いた脳MRA 画像における未破裂脳動脈瘤の検出2014

    • Author(s)
      森健悟,内山良一,村松千左子,原武史,藤田広志
    • Organizer
      日本生体医工学会東海支部大会
    • Place of Presentation
      株式会社スズケン本社
    • Year and Date
      2014-10-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] 脳血管疾患のためのコンピュータ支援診断2014

    • Author(s)
      内山良一
    • Organizer
      医用画像情報学会創立50周年記念大会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Improvement of CAD scheme for detection of silent lacunar infarcts on MR images by using template matching on eigen space2013

    • Author(s)
      Y. Uchiyama, C. Muramatsu, T. Hara, J. Shiraishi, H. Fujita
    • Organizer
      Radiological Society of North America (RSNA) Scientific Assembly and Annual Meeting Program
    • Place of Presentation
      Chicago, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] MR画像におけるラクナ梗塞検出のためのCADシステムの改良2013

    • Author(s)
      谷河文香,内山良一,村松千左子,原武史,白石順二,藤田広志
    • Organizer
      第32回日本医用画像工学会大会(JAMIT Annual Meeting 2013)
    • Place of Presentation
      日本科学未来館/産業技術総合研究所臨海副都心センター,東京都
    • Related Report
      2013 Research-status Report
  • [Presentation] 脳MR画像におけるラクナ梗塞の検出-正準判別分析を用いた偽陽性削除-2013

    • Author(s)
      谷河文香,内山良一,村松千左子,原武史,白石順二,藤田広志
    • Organizer
      平成25年度日本生体医工学会東海支部学術集会
    • Place of Presentation
      株式会社スズケン本社,名古屋市
    • Related Report
      2013 Research-status Report
  • [Presentation] 脳MR画像のおけるラクナ梗塞の検出-固有空間テンプレートマッチングを用いた偽陽性削除-2013

    • Author(s)
      阿部晃子,内山良一,村松千左子,原武史,藤田広志
    • Organizer
      医用画像情報学会第春季大会(165回)
    • Place of Presentation
      九州工業大学工学部
    • Related Report
      2012 Research-status Report
  • [Presentation] 脳MR画像のおけるラクナ梗塞の検出-テンプレートマッチングを用いた偽陽性削除-2012

    • Author(s)
      阿部晃子,内山良一,村松千左子,原武史,藤田広志
    • Organizer
      平成24年度日本生体医工学会東海支部大会
    • Place of Presentation
      株式会社スズケン本社
    • Related Report
      2012 Research-status Report
  • [Presentation] Computerized method for managing risk of rupture of intracranial unruptured aneurysms2012

    • Author(s)
      T. Kakenaga, S. Katsuragwa, Y. Uchiyama, T. Hirai, J. Shiraishi
    • Organizer
      Radiological Society of North America (RSNA) Scientific Assembly and Annual Meeting Program
    • Place of Presentation
      Chicago, USA
    • Related Report
      2012 Research-status Report
  • [Presentation] Improvement of automated detection method of lacunar infarcts on MR images based on combined pattern classifiers2012

    • Author(s)
      Y. Uchiyama, T. Hara, T. Iwama, H. Hoshi, J. Shiraishi, H. Fujita
    • Organizer
      Radiological Society of North America (RSNA) Scientific Assembly and Annual Meeting Program
    • Place of Presentation
      Chicago, USA
    • Related Report
      2012 Research-status Report
  • [Book] Chapter 15 : Detection of Cerebrovascular Diseases, pp. 241-260, Computer-Aided Detection and Diagnosis in Medical Imaging edited by Q.Li and R.M.Nishikawa2015

    • Author(s)
      Y.Uchiyama, H.Fujita
    • Publisher
      CRC Press
    • Related Report
      2014 Annual Research Report
  • [Patent(Industrial Property Rights)] 画像処理方法,画像処理装置及びプログラム2014

    • Inventor(s)
      内村圭一,上瀧剛,橋本隆太郎,内山良一
    • Industrial Property Rights Holder
      内村圭一,上瀧剛,橋本隆太郎,内山良一
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2014-017767
    • Filing Date
      2014-01-31
    • Related Report
      2013 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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