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Development of similar image retrieval system for breast cancer diagnostic aid

Research Project

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
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,657,796 (Direct Cost: ¥3,582,920、Indirect Cost: ¥1,074,876)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2010: ¥1,407,796 (Direct Cost: ¥1,082,920、Indirect Cost: ¥324,876)
Fiscal Year 2009: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords乳癌 / コンピュータ支援診断 / 画像処理 / 乳がん / 類似画像検索 / ディジタルマンモグラフィ / デジタルマンモグラフィ
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.

Report

(5 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (33 results)

All 2013 2012 2011 2010 2009

All Journal Article (11 results) (of which Peer Reviewed: 8 results) Presentation (19 results) Book (3 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)

    • Related Report
      2012 Final Research Report
    • 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

    • Related Report
      2012 Final Research Report
    • 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

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Representation of lesion similarity by use of multidimensional scaling for breast masses on mammograms2013

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

      Journal Digital Imaging

      Volume: 26 Issue: 4 Pages: 740-747

    • DOI

      10.1007/s10278-012-9569-0

    • Related Report
      2012 Annual Research Report
    • 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

      Volume: in press

    • Related Report
      2012 Annual Research Report
  • [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

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 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
    • Journal Title

      IWDM Springer Lectures Notes in Computer Science (LNCS) series

      Volume: 7361 Pages: 450-457

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] コンピュータ支援画像診断技術の最先端2011

    • Author(s)
      藤田広志, 原武史, 周向栄, 福岡大輔, 村松千左子, 林達郎
    • Journal Title

      非破壊検査

      Volume: 60巻 Pages: 686-693

    • NAID

      10030442191

    • Related Report
      2011 Annual Research Report
  • [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

    • Related Report
      2012 Final Research Report
    • 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

    • Related Report
      2012 Final Research Report
    • 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

    • Related Report
      2012 Final Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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)
    • Related Report
      2012 Final Research Report
  • [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)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Feature-based modeling of a similarity map obtained by multidimensional scaling for diagnosis of breast masses on mammograms2013

    • Author(s)
      Muramatsu C, Nishimura K, Endo T, Oiwa M, Shiraiwa M, Doi K, Fujita H
    • Organizer
      日本放射線技術学会総会学術大会
    • Place of Presentation
      パシフィコ横浜
    • Related Report
      2012 Annual Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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
      International Workshop on Breast Imaging
    • Place of Presentation
      Philadelphia(USA)
    • Related Report
      2012 Annual Research Report
  • [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
      Progress in Radiology 2012
    • Place of Presentation
      The Royal Norwegian Embassy(Tokyo)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Determination of similarity measures using multidimensional scaling and linear regression models for selection of reference breast mass images2012

    • Author(s)
      Muramatsu C, Nishimura K, Endo T, Oiwa M, Shiraiwa M, Doi K, Fujita H
    • Organizer
      RSNA Scientific Assembly and Annual Meeting
    • Place of Presentation
      Chicago(USA)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Determination of similarity measures by using subjective ratings and pathological likelihood2011

    • Author(s)
      村松千左子, 西村公平, 大岩幹直, 白岩美咲, 遠藤登喜子, 土井邦雄, 藤田広志
    • Organizer
      Radiological Society of North America (RSNA) Annual Meeting
    • Place of Presentation
      Chicago, USA
    • Year and Date
      2011-11-28
    • Related Report
      2011 Annual Research Report
  • [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大会(JAMIT)
    • Place of Presentation
      国際医療福祉大学
    • Year and Date
      2011-08-06
    • Related Report
      2011 Annual Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [Presentation] Classification of breast lesions by use of a reference database with similarity index2010

    • Author(s)
      村松千左子, 遠藤登喜子, 土井邦雄, 西村公平, 大岩幹直, 白岩美咲, 藤田廣志
    • Organizer
      Radiological Society of North America (RSNA) Annual Meeting
    • Place of Presentation
      Chicago, USA
    • Related Report
      2010 Annual Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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
    • Related Report
      2012 Final Research Report
  • [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
    • Publisher
      オーム社
    • Related Report
      2012 Final Research Report
  • [Book] 実践 医用画像解析ハンドブック2012

    • Author(s)
      村松千左子(分担執筆)
    • Total Pages
      6
    • Publisher
      オーム社
    • Related Report
      2012 Annual Research Report
  • [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
    • Publisher
      オーム社
    • Related Report
      2012 Final Research Report

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Published: 2009-04-01   Modified: 2019-07-29  

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