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2012 Fiscal Year Final Research Report

Development of similar image retrieval system for breast cancer diagnostic aid

Research Project

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Project/Area Number 21791179
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Radiation science
Research InstitutionGifu University

Principal Investigator

MURAMATSU Chisako  岐阜大学, 大学院・医学系研究科, 特定研究補佐員 (80509422)

Project Period (FY) 2009 – 2012
Keywords乳癌 / コンピュータ支援診断 / 画像処理
Research Abstract

The purpose of this study was to develop a computer-aided diagnosis system that searches for similar already-diagnosed images as a reference. First, we have established a new digital mammography database and determined image features by computerized analysis. The gold standard of similarity for selecting reference images was obtained by experts. Using an artificial neural network and multidimensional scaling, we were able to determine similarity measures that correlate well with the gold standard. In the observer study, diagnostic accuracies were slightly improved by the presentation of similar images for both physician and radiological technologist groups.

  • Research Products

    (20 results)

All 2013 2012 2011 2010 2009

All Journal Article (7 results) (of which Peer Reviewed: 6 results) Presentation (11 results) Book (2 results)

  • [Journal Article] Representation of lesion similarity by use of multidimensional scaling for breast masses on mammograms.2013

    • Author(s)
      Muramatsu C, Nishimura K, Endo T, Oiwa M, Shiraiwa M, Doi K, Fujita H
    • Journal Title

      J Digit Imaging

      Volume: (in press)

    • Peer Reviewed
  • [Journal Article] Psychophysical similarity measure based on multi-dimesional scaling for retrieval of similar images of breast masses on mammograms2013

    • Author(s)
      Nishimura K, Muramatsu C, Oiwa M, Shiraiwa M, Endo T, Doi K, Fujita H
    • Journal Title

      Proc SPIE Medical Imaging: Computer-Aided Diagnosis

      Volume: 8670 Pages: 86701R-1-R-6

    • Peer Reviewed
  • [Journal Article] Usefulness of presentation of similar images in the diagnosis of breast masses on mammograms: comparison of observer performances in Japan and the USA2013

    • Author(s)
      Muramatsu C, Schmidt RA, Shiraishi J, Endo T, Fujita H, Doi K
    • Journal Title

      Radiol Phys Technol

      Volume: 6 Pages: 70-77

    • Peer Reviewed
  • [Journal Article] Shiraiwa M, Endo T, Doi K, Fujita H: Correspondence among subjective and objective similarities and pathologic types of breast masses on digital mammography.2012

    • Author(s)
      Muramatsu C, Nishimura K, Oiwa M, Shiraiwa M, Endo T, Doi K, Fujita H
    • Journal Title

      WDM Springer Lectures Notes in Computer Science (LNCS) series

      Volume: 7361 Pages: 450-457

    • Peer Reviewed
  • [Journal Article] Classifying breast masses in volumetric whole breast ultrasound data: a 2.5-dimensional approach.2010

    • Author(s)
      Lee GN, Okada T, Fukuoka D, Muramatsu C, Hara T, Morita T, Takada E, Endo T, Fujita H
    • Journal Title

      Marti J, et al. (Eds.) IWDM

      Volume: 6036 Pages: 636-642

    • Peer Reviewed
  • [Journal Article] Presentation of similar images as a reference for distinction between benign and malignant masses on mammograms: analysis of initial observer study2010

    • Author(s)
      Muramatsu C, Schmidt RA, Shiraishi J, Li Q, Doi K
    • Journal Title

      J Digit Imaging

      Volume: 23(5) Pages: 592-602

    • Peer Reviewed
  • [Journal Article] Presentation of similar images for diagnosis of breast masses on mammograms: analysis of the effect on residents.2009

    • Author(s)
      Muramatsu C, Schmidt RA, Shiraishi J, Li Q, Fujita H, Doi K
    • Journal Title

      Proc SPIE Med Imaging

      Volume: 7260 Pages: 72600Q-1-8

  • [Presentation] Psychophysical similarity measure based on multi-dimesional scaling for retrieval of similar images of breast masses on mammograms2013

    • Author(s)
      Nishimura K, Muramatsu C, Oiwa M, Shiraiwa M, Endo T, Doi K, Fujita H
    • Organizer
      SPIE Medical Imaging
    • Place of Presentation
      Orlando, USA (poster)
    • Year and Date
      20130209-14
  • [Presentation] マンモグラムにおける腫瘤陰影の類似画像検索のための多次元尺度法に基づく心理物理的類似度の検討.医用画像情報学会(MII)2013

    • Author(s)
      西村公平,村松千左子,大岩幹直,白岩美咲,遠藤登喜子,土井邦雄,藤田広志
    • Organizer
      平成24年度春季(第165回)大会
    • Place of Presentation
      北九州.口述発表
    • Year and Date
      2013-02-02
  • [Presentation] Determination of similarity measures using multidimensional scaling and linear regression models for selection of reference breast mass images.2012

    • Author(s)
      Muramatsu C, Nishimura K, Endo T, Oiwa M, Shiraiwa M, Doi K, Fujita H
    • Organizer
      Oral Presentation at the RSNA Scientific Assembly and Annual Meeting
    • Place of Presentation
      Chicago, USA
    • Year and Date
      20121125-30
  • [Presentation] Presentation of reference images and the pathological likelihood as a diagnostic aid for breast mass classification on mammograms2012

    • Author(s)
      Muramatsu C, Nishimura K, Endo T, Oiwa M, Shiraiwa M, Doi K, Fujita H
    • Organizer
      Oral Presentation at Progress in Radiology 2012
    • Place of Presentation
      Tokyo
    • Year and Date
      20120906-07
  • [Presentation] Correspondence among subjective and objective similarities and pathologic types of breast masses on digital mammography2012

    • Author(s)
      Muramatsu C, Nishimura K, Oiwa M, Shiraiwa M, Endo T, Doi K, Fujita H
    • Organizer
      Poster presentation at the IWDM
    • Place of Presentation
      Philadelphia, USA
    • Year and Date
      20120708-11
  • [Presentation] Determination of similarity measures by using subjective ratings and pathological likelihood2011

    • Author(s)
      Muramatsu C, Nishimura K, Ooiwa M, Shiraiwa M, Endo T, Doi K, Fujita H
    • Organizer
      Poster Presentation at the RSNA Scientific Assembly and Annual Meeting
    • Place of Presentation
      Chicago, USA
    • Year and Date
      20111127-1202
  • [Presentation] 心理物理的類似度によるディジタルマンモグラムにおける腫瘤陰影の類似画像検索2011

    • Author(s)
      西村 公平,村松 千左子,原 武史,藤田 広志
    • Organizer
      日本医用画像工学会(JAMIT)大会
    • Place of Presentation
      福祉大学
    • Year and Date
      20110805-06
  • [Presentation] Classification of breast lesions by use of a reference database with similarity index2010

    • Author(s)
      Muramatsu C, Endo T, Doi K, Nishimura K, Ooiwa M, Shiraiwa M, Fujita H
    • Organizer
      Education Exhibit Presentation at the RSNA Scientific Assembly and Annual Meeting
    • Place of Presentation
      Chicago, USA
    • Year and Date
      20101128-1203
  • [Presentation] マモグラム上の腫瘤陰影の鑑別診断における日米での読影実験結果の比較(Usefulness of the presentation of similar images: Comparison of the observer study results in Japan and the US for diagnosis of breast masses on mammograms)電子ポスタ(CyPos)2009

    • Author(s)
      村松千左子,Schmidt RA,白石順二,遠藤登喜子,藤田廣志,土井邦雄
    • Organizer
      第65回日本放射線技術学会総会学術大会
    • Place of Presentation
      横浜
    • Year and Date
      20090417-19
  • [Presentation] 物理評価値と主観的評価値(ROC,2AFC)の関係, 画像について語ろう, テーマ「ディジタル画像の総合的画質評価」2009

    • Author(s)
      村松千左子
    • Organizer
      第37回日本放射線技術学会秋季学術大会 第66回画像分科会
    • Place of Presentation
      岡山コンベンションセンター
    • Year and Date
      2009-10-24
  • [Presentation] マンモグラムにおける類似画像を利用した腫瘤の良悪性鑑別:日米のExpertsとNon-expertsによる読影実験結果(Distinction between benign and malignant masses on mammograms by use of similar images: Comparison of the observer study results by experts and non-experts in Japan and the US)口述発表2009

    • Author(s)
      村松千左子,白石順二, 遠藤登喜子,藤田廣志,土井邦雄
    • Organizer
      医用画像情報学会平成21年度年次(第154回)大会
    • Place of Presentation
      金沢
    • Year and Date
      2009-06-06
  • [Book] 第6章2節2項2目 類似画像検索による乳房画像における腫瘤の良悪性鑑別.監修:藤田広志,石田隆行,桂川茂彦.実践 医用画像解析ハンドブック2012

    • Author(s)
      村松千左子
    • Total Pages
      567-572
    • Publisher
      オーム社
  • [Book] 第2編第6章6節 類似画像のCAD.監修:石田隆行,桂川茂彦,藤田廣志.医用画像ハンドブック2010

    • Author(s)
      村松千左子
    • Total Pages
      608-612
    • Publisher
      オーム社

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Published: 2014-08-29  

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