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Study of iterative image reconstruction using compressed sensing and motion correction

Research Project

Project/Area Number 26461832
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

Shinohara Hiroyuki  首都大学東京, 人間健康科学研究科, 名誉教授 (90138488)

Co-Investigator(Renkei-kenkyūsha) HASHIMOTO TAKEYUKI  杏林大学, 保健学研究科, 教授 (30269542)
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
KeywordsMRI / compressed sensing / image reconstruction / wavelet transform / total variation / numerical evaluation / visual evaluation
Outline of Final Research Achievements

We performed numerical and visual evaluation of 2D radial CS by numerical simulation using Brainweb MRI Data Base. Three brain anatomical ROIs (white matter, gray matter, cerebrospinal fluid) of a T1-weigthted image (T1WI), T2WI and PDWI were used for numerical evaluation. Projection of 80 spokes with linear sampling 256 pixels was used. Reconstruction was performed by minimizing L1 norm of transformed image using wavelet transform and spatial finite-differences, subject to data fidelity constraint. In the absence of noise, Root mean square error (RMSE) of T1WI was in the range of 3.75 to 5.05; that of anatomical ROIs was in the range of 1.54 to 10.24; those of T2WI were 8.75 to 11.65 and 4.31 to 6.99; those of PDWI were 3.44 to 4.46 and 1.34 to 3.09. Visual evaluation was performed by three radiologists on the basis of three categories: artifact, anatomical structure, tissue contrast. Average percent score of visual evaluation was 96% for T1WI; 74-81% for T2WI, and 81-89% for PDWI.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (13 results)

All 2017 2016 2015 2014

All Journal Article (1 results) (of which Peer Reviewed: 1 results,  Acknowledgement Compliant: 1 results) Presentation (11 results) (of which Invited: 1 results) Book (1 results)

  • [Journal Article] Iterative image reconstruction that includes a total variation regularization for radial MRI2015

    • Author(s)
      Kojima S, Shinohara H, Hashimoto T, Hirata M, Ueno E
    • Journal Title

      Radiol Phys Technol

      Volume: 8 Issue: 2 Pages: 295

    • DOI

      10.1007/s12194-015-0320-7

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] PSF補正画像再構成のエッジアーチファクトの原因と正則化Map-EM法による抑制に関する研究2017

    • Author(s)
      篠原広行,橋本雄幸
    • Organizer
      第113回日本医学物理学会学術大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 直交座標サンプリングを用いた2次元圧縮センシングMRI-計算機シミュレーションによる検討2016

    • Author(s)
      篠原広行,橋本雄幸
    • Organizer
      第111回日本医学物理学会学術大会
    • Place of Presentation
      パシフィコ横浜(神奈川県,横浜市)
    • Related Report
      2016 Research-status Report
  • [Presentation] 極座表サンプリングを用いた2次元圧縮センシングMRI-計算機シミュレーションによる検討2016

    • Author(s)
      篠原広行,橋本雄幸
    • Organizer
      第111回日本医学物理学会学術大会
    • Place of Presentation
      パシフィコ横浜(神奈川県,横浜市)
    • Related Report
      2016 Research-status Report
  • [Presentation] 圧縮センシングMRI学習支援ツールの開発2016

    • Author(s)
      篠原広行,橋本雄幸
    • Organizer
      第111回日本医学物理学会学術大会
    • Place of Presentation
      パシフィコ横浜(神奈川県,横浜市)
    • Related Report
      2016 Research-status Report
  • [Presentation] 圧縮センシングを用いた3次元フーリエ変換MRIの定量性2016

    • Author(s)
      篠原広行,橋本雄幸
    • Organizer
      第12回中四国放射線医療技術フォーラム
    • Place of Presentation
      島根県民会館(島根県,松江市)
    • Related Report
      2016 Research-status Report
  • [Presentation] ランダムサンプリングからのMRI画像再構成と拘束条件2015

    • Author(s)
      篠原広行,橋本雄幸
    • Organizer
      第62回日本放射線技術学会関東支部研究発表大会
    • Place of Presentation
      ホテルメトロポリタン長野(長野県,長野市)
    • Year and Date
      2015-12-12
    • Related Report
      2015 Research-status Report
  • [Presentation] ウエーブレット変換による2次元圧縮センシングMRI2015

    • Author(s)
      篠原広行,橋本雄幸
    • Organizer
      第62回日本放射線技術学会関東支部研究発表大会
    • Place of Presentation
      ホテルメトロポリタン長野(長野県,長野市)
    • Year and Date
      2015-12-12
    • Related Report
      2015 Research-status Report
  • [Presentation] L1正則化逐次近似画像再構成によるギブスアーチファクトの抑制2015

    • Author(s)
      篠原広行,橋本雄幸
    • Organizer
      第110回日本医学物理学会学術大会
    • Place of Presentation
      北海道大学(北海道,札幌市)
    • Year and Date
      2015-09-20
    • Related Report
      2015 Research-status Report
  • [Presentation] Total variation (TV) 正則化によるギブスアーチファクトの抑制2014

    • Author(s)
      篠原廣行,橋本雄幸
    • Organizer
      神奈川PET・SPECT研究会
    • Place of Presentation
      ローズホテル横浜(神奈川県,横浜市)
    • Year and Date
      2014-11-10
    • Related Report
      2014 Research-status Report
  • [Presentation] 全変動(Total variation: TV)正則化 OS-EM法による画像再構成の研究2014

    • Author(s)
      篠原廣行,橋本雄幸
    • Organizer
      PETサマーセミナー2014 in 小樽
    • Place of Presentation
      グランドパーク小樽(北海道,小樽市)
    • Year and Date
      2014-08-29 – 2014-08-31
    • Related Report
      2014 Research-status Report
  • [Presentation] 逐次近似法の基礎と圧縮センシングによる少数投影からの画像再構成2014

    • Author(s)
      篠原廣行
    • Organizer
      日本放射線技術学会画像情報研究会
    • Place of Presentation
      岡山大学(岡山県,岡山市)
    • Year and Date
      2014-07-05 – 2014-07-06
    • Related Report
      2014 Research-status Report
    • Invited
  • [Book] 圧縮センシングMRIの基礎2016

    • Author(s)
      篠原広行,橋本雄幸
    • Publisher
      医療科学社
    • Related Report
      2015 Research-status Report

URL: 

Published: 2014-04-04   Modified: 2019-03-29  

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