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Establishment of an integrated evaluation metric for medical image quality using mutual information

Research Project

Project/Area Number 23602004
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Medical Physics/Radiological Technology
Research InstitutionNiigata University

Principal Investigator

TSAI Du-Yih  新潟大学, 医歯学系, 教授 (50178464)

Co-Investigator(Kenkyū-buntansha) LEE Yongbum  新潟大学, 医歯学系, 准教授 (10334658)
Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2011: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords画像工学 / 画像評価 / 相互情報量 / 医用放射線情報学 / 医用画像工学
Research Abstract

In this study, we proposed an information-theoretic method for quantifying overall image quality in terms of mutual information (MI). The MI is used to express the amount of information that an output image contains about an input object. We investigated the utility of this method by applying it to evaluate images obtained from various modalities. We also compared evaluation results in terms of MI against that in terms of the detective quantum efficiency, signal-to-noise ratio, standard deviations, which are conventionally used for characterizing the efficiency performance of imaging systems. Our results demonstrated that the proposed method is simple to implement, and has potential usefulness for evaluation of overall image quality. In conclusion, we reveal that the approach using mutual-information-base image quality metric is well established.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (30 results)

All 2014 2013 2012 2011 Other

All Journal Article (10 results) (of which Peer Reviewed: 8 results) Presentation (12 results) Book (4 results) Remarks (4 results)

  • [Journal Article] Improving image quality in medical images using a combined method of undecimated wavelet transform and wavelet coefficient mapping2013

    • Author(s)
      Du-Yih Tsai, Eri Matsuyama, Hsian-Min Chen.
    • Journal Title

      International Journal of Biomedical Imaging

      Volume: Vol.2013 Pages: 1-11

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A modified undecimated discrete wavelet transform based approach to mammographic image denoising2013

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai, Yongbum Lee, Masaki Tsurumaki, Noriyuki Takahashi, Haruyuki Watanabe, Hsian-Min Chen.
    • Journal Title

      Journal of Digital Imaging

      Volume: Vol.26 Pages: 748-758

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Improving Image Quality in Medical Images Using a Combined Method of Undecimated Wavelet Transform and Wavelet Coefficient Mapping2013

    • Author(s)
      Du-Yih Tsai (Tokugi Sai), Eri Matsuyama, Hsian-Min Chen
    • Journal Title

      International Journal of Biomedical Imaging

      Volume: 2013 Pages: 1-11

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improving image quality of digital mammographic images using an undecimated discrete wavelet transform method : performance assessment2012

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai, Yongbum Lee, Haruyuki Watanabe, Masaki Tsurumaki, Katsuyuki Kojima.
    • Journal Title

      Proc. of XX IMEKO World Congress

      Volume: TC13-P-3 (344) Pages: 1-4

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] A modified undecimated discrete wavelet transform based approach to mammographic image denoising2012

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai (Tokugi Sai), Yongbum Lee, Masaki Tsurumaki, Noriyuki Takahashi, Haruyuki Watanabe, Hsian-Min Chen
    • Journal Title

      Journal of Digital Imaging

      Volume: online first Issue: 4 Pages: 748-758

    • DOI

      10.1007/s10278-012-9555-6

    • Related Report
      2013 Annual Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Improving image quality of digital mammographic images using an undecimated discrete wavelet transform method: performance assessment2012

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai(Tokugi Sai), Yongbum Lee, Haruyuki Watanabe, Masaki Tsurumaki, Katsuyuki Kojima
    • Journal Title

      Proc. of XX IMEKO World Congress

      Volume: TC13-P-3 (344) Pages: 1-4

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Quantitative Image Quality Evaluation of Digital Medical Imaging Systems Using Mutual Information2011

    • Author(s)
      Du-Yih Tsai, Eri Matsuyama, and Yongbum Lee.
    • Journal Title

      Proc. of 2011 4th International Conference on Medical Engineering and Informatics

      Pages: 1528-1532

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 離散定常ウェーブレット変換の展開係数の階層的相関関係を利用したマンモグラムのノイズ低減2011

    • Author(s)
      松山江里,佐井篤儀,李鎔範,渡部晴之,弦巻正樹,高田敦子
    • Journal Title

      電子情報通信学会技術研究報告(MI2011-38)

      Volume: Vol. 38 Pages: 31-36

    • NAID

      110008800599

    • Related Report
      2013 Final Research Report
  • [Journal Article] 離散定常ウェーブレット変換の展開係数の階層的相関関係を利用したマンモグラムのノイズ低減2011

    • Author(s)
      松山江里,佐井篤儀(蔡篤儀),李鎔範, 渡部晴之, 弦巻正樹, 高田敦子
    • Journal Title

      電子情報通信学会 技術研究報告

      Volume: MI2011-38 Pages: 31-36

    • NAID

      110008800599

    • Related Report
      2011 Research-status Report
  • [Journal Article] Quantitative Image Quality Evaluation of Digital Medical Imaging Systems Using Mutual Information2011

    • Author(s)
      Du-Yih Tsai (Tokugi Sai), Eri Matsuyama, and Yongbum Lee
    • Journal Title

      Proc. of 2011 4th International Conference on Medical Engineering and Informatics

      Volume: 1 Pages: 1528-1532

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] Wavelet変換を用いたマンモグラフィにおけるノイズ除去手法の性能比較2013

    • Author(s)
      松山江里, 佐井篤儀, 李鎔範, 高橋規之
    • Organizer
      第32回日本医用画像工学会学術学会
    • Place of Presentation
      東京
    • Related Report
      2013 Final Research Report
  • [Presentation] Comparison of a discrete wavelet transform method and a modified undecimated discrete wavelet transform method for denoising of mammograms2013

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai, Yongbum Lee, Noriyuki Takahashi.
    • Organizer
      34th Annual International Conference of the IEEE EMBS
    • Place of Presentation
      Osaka, Japan
    • Related Report
      2013 Final Research Report
  • [Presentation] Comparison of a Discrete wavelet transform Method and a Modified Undecimated Discrete Wavelet Transform Method for Denosing of Mammograms2013

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai (Tokugi Sai), Yongbum Lee, and Noriyuki Takahashi
    • Organizer
      35th Annual International Conference of the IEEE Engineering in Medicine and Biology (EMBE)
    • Place of Presentation
      Osaka, Japan
    • Related Report
      2013 Annual Research Report
  • [Presentation] Wavelet変換を用いたマンモグラフィにおけるノイズ除去手法の性能評価2013

    • Author(s)
      松山江里,佐井篤儀(蔡 篤儀),李 鎔範,高橋規之
    • Organizer
      第32回日本医用画像工学会大会
    • Place of Presentation
      東京
    • Related Report
      2013 Annual Research Report
  • [Presentation] Improvement of image quality and radiation dose reduction in digital radiography using an integrated wavelet-transform-based method2012

    • Author(s)
      Haruyuki Watanabe, Du-Yih Tsai, Yongbum Lee, Eri Matsuyama, Katsuyuki Kojima.
    • Organizer
      XX IMEKO World Congress
    • Place of Presentation
      Busan, Republic of Korea
    • Related Report
      2013 Final Research Report
  • [Presentation] A method mammographic image denoising based on hierarchical correlations of the coefficients of wavelet transforms2012

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai, Yongbum Lee, Haruyuki Watanabe, Katsuyuki Kojima.
    • Organizer
      IFMBE (International Federation for Medical and Biological Engineering) World Congress on Medical Physics and Biomedical Engineering
    • Place of Presentation
      Beijing, China
    • Related Report
      2013 Final Research Report
  • [Presentation] A method for mammographic image denoising based on hierarchical correlations of the coefficients of wavelet transforms2012

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai (Tokugi Sai), Yongbum Lee, Haruyuki Watanabe, Katsuyuki Kojima)
    • Organizer
      International Federation for Medical and Biological Engineering, World Congress
    • Place of Presentation
      Beijing, China
    • Related Report
      2012 Research-status Report
  • [Presentation] Improving image quality of digital mammographic images using an undecimated discrete wavelet transform method: performance assessment2012

    • Author(s)
      Eri Matsuyama, Du-Yih Tsai (Tokugi Sai), Yongbum Lee, Haruyuki Watanabe, Masaki Tsurumaki, Katsuyuki Kojima
    • Organizer
      XX IMEKO World Congress
    • Place of Presentation
      Busan, Repblic of Korea
    • Related Report
      2012 Research-status Report
  • [Presentation] Quantitative images quality evaluation of digital medical imaging systems using mutual information2011

    • Author(s)
      Du-Yih Tsai, Eri Matsuyama, Yongbum Lee.
    • Organizer
      The 4th International Congress on Image and Signal Processing, The 4th International Conference on BioMedical Engineering and Informatics
    • Place of Presentation
      Shanghai, China
    • Related Report
      2013 Final Research Report
  • [Presentation] 離散定常ウェーブレット変換の展開係数の階層的相関関係を利用したマンモグラムのノイズ低減2011

    • Author(s)
      松山江里, 佐井篤儀, 李鎔範, 渡部晴之, 弦巻正樹, 高田敦子
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      札幌
    • Related Report
      2013 Final Research Report
  • [Presentation] 離散定常ウェーブレット変換の展開係数の階層的相関関係を利用したマンモグラムのノイズ低減2011

    • Author(s)
      松山江里,佐井篤儀(蔡篤儀),李鎔範,渡部晴之,弦巻正樹,高田敦子
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      北海道大学 (札幌)
    • Related Report
      2011 Research-status Report
  • [Presentation] Quantitative Image Quality Evaluation of Digital Medical Imaging Systems Using Mutual Information2011

    • Author(s)
      Du-Yih Tsai (Tokugi Sai), Eri Matsuyama, and Yongbum Lee
    • Organizer
      The 4th International Conference on BioMedical Engineering and Informatics
    • Place of Presentation
      (Shanghai Everbright Convention&Exhibition Center) Shanghai, China
    • Related Report
      2011 Research-status Report
  • [Book] Recent Advances of Quality Assessment for Medical Imaging Systems and Medical Images, Visual signal Quality assessment–Issues of Quality of Experience, W. Lin, K. N. Ngan, C. Deng, L. Ma (Ed) Chapter 92014

    • Author(s)
      Du-Yih Tsai, Eri Matsuyama.
    • Publisher
      Springer (To be Published)
    • Related Report
      2013 Final Research Report
  • [Book] Visual Signal Quality Assessment - Issues of Quality of Experience (Chapter 9: Recent Advances of Quality Assessment for Medical Imaging Systems and Medical Images)2014

    • Author(s)
      Du-Yih Tsai (Tokugi Sai), Eri Matsuyama
    • Publisher
      Springer
    • Related Report
      2013 Annual Research Report
  • [Book] A Mutual Information-Based Image Quality Metric for Medical Imaging Systems, Medical Imaging, Okechukwu Felix Erondu (Ed.) Chapter 9 (ISBN : 978-953-307-774-1)2011

    • Author(s)
      Du-Yih Tsai, Eri Matsuyama and Yongbum Lee.
    • Publisher
      InTech
    • URL

      http://www.intechopen.com/books/medical-imaging/a-mutual-information-based-image-quality-metric-for-medical-imaging-systems

    • Related Report
      2013 Final Research Report
  • [Book] Medical Imaging: A Mutual Information-Based Image Quality Metric for Medical Imaging Systems2011

    • Author(s)
      Du-Yih Tsai(Tokugi Sai), Eri Matsuyama and Yongbum Lee
    • Publisher
      InTech web site
    • Related Report
      2011 Research-status Report
  • [Remarks]

    • URL

      http://www.clg.niigata-u.ac.jp/~tsai/

    • Related Report
      2013 Final Research Report
  • [Remarks] 新潟大学医学部保健学科 佐井研究室

    • URL

      http://www.clg.niigata-u.ac.jp/~tsai/

    • Related Report
      2013 Annual Research Report
  • [Remarks] 新潟大学医学部保健学科佐井研究室ー研究業績

    • URL

      http://www.clg.niigata-u.ac.jp/~tsai/archives/paper/

    • Related Report
      2012 Research-status Report
  • [Remarks]

    • URL

      http://www.clg.niigata-u.ac.jp/~tsai/archives/paper/

    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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