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Mammogram and ultrasound cooperative system for computer-aided diagnosis of breast imaging

Research Project

Project/Area Number 26860399
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Medical Physics and Radiological Technology
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)

Research Collaborator FUJITA Hiroshi  
ENDO Tokiko  
MORITA Takako  
KOBAYASHI Hironobu  
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2016: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2015: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2014: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Keywordsマンモグラフィ / 乳腺超音波検査 / 乳がん / コンピュータ支援診断 / マンモグラフィー / 超音波検査 / 診断支援 / 医用画像解析 / 超音波画像 / 良悪性鑑別支援システム / 画像解析
Outline of Final Research Achievements

It has been considered that use of both mammography and ultrasonography is effective for breast cancer screening. However, multimodality screening will increase radiologists’ workload. This study aims to develop a computer-aided diagnosis system for multimodality breast image reading for improving diagnostic efficiency.
For retrieving reference images that can be useful for diagnosis of new lesions, more relevant images could be selected by use of both mammograms and ultrasound images than by single modalities. We have also investigated the automated lesion detection on automated whole breast volume scans. The result of the automated detection can be used for automatic assignment of corresponding lesions on mammograms and ultrasound images.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (15 results)

All 2017 2016 2015

All Journal Article (5 results) (of which Peer Reviewed: 4 results,  Acknowledgement Compliant: 5 results) Presentation (9 results) (of which Int'l Joint Research: 5 results) Book (1 results)

  • [Journal Article] Automated detection of masses on whole breast volume ultrasound scanner: False positive reduction using deep convolutional neural network2017

    • Author(s)
      Y.Hiramatsu, C.Muramatsu, H.Kobayashi, T.Hara, and H.Fujita
    • Journal Title

      Proc. SPIE Medical Imaging 2017: Computer-Aided Diagnosis

      Volume: 10134 Pages: 101342S-101342S

    • DOI

      10.1117/12.2254581

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Similar image retrieval of breast masses on ultrasonography using subjective data and multidimensional scaling2016

    • Author(s)
      C.Muramatsu, T.Takahashi, T.Morita, T.Edno, and H.Fujita
    • Journal Title

      Breast Imaging (Proc. of 13th International Workshop on Breast Imaging, IWDM 2016)

      Volume: 9699 Pages: 43-50

    • DOI

      10.1007/978-3-319-41546-8_6

    • ISBN
      9783319415451, 9783319415468
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Breast mass classification on mammograms using radial local ternary patterns2016

    • Author(s)
      Muramatsu C, Hara T, Endo T, Fujita H
    • Journal Title

      Computers in Biology and Medicine

      Volume: 72 Pages: 43-53

    • DOI

      10.1016/j.compbiomed.2016.03.007

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Similar Image Retrieval of Breast Masses on Ultrasonography Using Subjective Data and Multidimensional Scaling2016

    • Author(s)
      Muramatsu C, Takahashi T, Morita T, Endo T, Fujita H
    • Journal Title

      Proc International Workshop on Breast Imaging

      Volume: 2016

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] マンモグラムと乳腺超音波画像の併用による腫瘤の類似画像検索‐多次元尺度構成法に基づく心理物理的類似度の検討‐2015

    • Author(s)
      高橋徹哉,村松千左子,平松祐哉,森田孝子,原武史,遠藤登喜子,藤田広志
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: MI2015-107 Pages: 161-164

    • Related Report
      2015 Research-status Report
    • Acknowledgement Compliant
  • [Presentation] Automated detection of masses on whole breast volume ultrasound scanner: false positive reduction using deep convolutional neural network2017

    • Author(s)
      Y. Hiramatsu, C. Muramatsu, H. Kobayashi, T. Hara, H. Fujita
    • Organizer
      SPIE Medical Imaging
    • Place of Presentation
      Orlando, USA
    • Year and Date
      2017-02-12
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Image retrieval of breast masses as diagnostic reference on mammography and ultrasonotraphy2016

    • Author(s)
      C. Muramatsu, H. Fujita
    • Organizer
      The 22nd International Conference on Medical Physics
    • Place of Presentation
      Bankok, Thailand
    • Year and Date
      2016-12-09
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 三次元乳腺超音波画像における腫瘤の自動検出2016

    • Author(s)
      平松祐哉,村松千左子,小林宏暢,原武史,藤田広志
    • Organizer
      日本医用画像工学会
    • Place of Presentation
      千葉大学
    • Year and Date
      2016-07-21
    • Related Report
      2016 Annual Research Report
  • [Presentation] Similar Image Retrieval of Breast Masses on Ultrasonography Using Subjective Data and Multidimensional Scaling2016

    • Author(s)
      C. Muramatsu, T. Tkahashi, T. Morita, T. Endo, H. Fujita
    • Organizer
      International Workshop on Breast Imaging
    • Place of Presentation
      Malmo, Sweden
    • Year and Date
      2016-06-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Similar Image Retrieval of Breast Masses on Ultrasonography Using Subjective Data and Multidimensional Scaling2016

    • Author(s)
      Muramatsu C, Takahashi T, Morita T, Endo T, Fujita H
    • Organizer
      International Workshop on Breast Imaging
    • Place of Presentation
      Malmo
    • Year and Date
      2016-06-19
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] マンモグラムと乳腺超音波画像の併用による腫瘤の類似画像検索‐多次元尺度構成法に基づく心理物理的類似度の検討‐2016

    • Author(s)
      高橋徹哉,村松千左子,平松祐哉,森田孝子,原武史,遠藤登喜子,藤田広志
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      沖縄
    • Year and Date
      2016-01-19
    • Related Report
      2015 Research-status Report
  • [Presentation] Similar image retrieval as a diagnostic aid: comparison of subjective similarity ratings for breast masses on mammography and ultrasonography2015

    • Author(s)
      Takahashi T, Muramatsu C, Morita T, Endo T, Doi K, Fujita H
    • Organizer
      Radiological Society of North America Annual Meeting
    • Place of Presentation
      Chicago McCormic Place
    • Year and Date
      2015-11-29
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 乳腺超音波画像上の腫瘤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2015

    • Author(s)
      高橋徹哉,村松千左子,平松祐哉、森田孝子,原武史,遠藤登喜子,藤田広志
    • Organizer
      医用画像情報学会
    • Place of Presentation
      北海道大学
    • Year and Date
      2015-10-17
    • Related Report
      2015 Research-status Report
  • [Presentation] マンモグラムと乳腺超音波画像における総合的良悪性鑑別システムの検討2015

    • Author(s)
      平松祐哉,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学術集会
    • Place of Presentation
      名古屋スズケン本社
    • Year and Date
      2015-10-17
    • Related Report
      2015 Research-status Report
  • [Book] Chapter 65 Computer Analysis of Mammograms in Handbook of X-ray Imaging - Physics and Technology2017

    • Author(s)
      C. Muramatsu, H. Fujita
    • Publisher
      CRC Press Taylor & Francis Group
    • Related Report
      2016 Annual Research Report

URL: 

Published: 2014-04-04   Modified: 2018-03-22  

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