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Construction of highly-functional PET image reconstruction methods for multi-modality age

Research Project

Project/Area Number 24601004
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field 医学物理学・放射線技術学
Research InstitutionUniversity of Tsukuba

Principal Investigator

KUDO HIROYUKI  筑波大学, システム情報系, 教授 (60221933)

Co-Investigator(Renkei-kenkyūsha) TAKIZAWA Hotaka  筑波大学, システム情報系, 准教授 (40303705)
WANG Zhen  筑波大学, 図書館情報メディア系, 准研究員 (30593579)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,590,000 (Direct Cost: ¥4,300,000、Indirect Cost: ¥1,290,000)
Fiscal Year 2014: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2013: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2012: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords医用画像 / PET / 画像処理 / 画像再構成 / 逆問題 / マルチモダリティ / PET / イメージング / 画質改善 / MAP推定
Outline of Final Research Achievements

Recently, multi-modality PET scanners have been developed and practically used in diagnostic medicine, which allows to generate a PET functional image and an MRI/CT morphological image simultaneously. However, these scanners still employ rather old tomographic image reconstruction methods to generate PET images from measured projection data. In this research, we develop three conceptually new image reconstruction methods for the multi-modality scanners. These methods include 1) a reconstruction method which uses an MRI/CT image as a priori knowledge to improve PET image quality significantly, 2) a reconstruction method which outputs a normal image and a lesion image separately by using techniques of computer-aided-diagnosis field during the reconstruction processing, and 3) a real-time reconstruction method using list-mode PET data which provides an intermediate PET image on line during the measurement and also provides a final PET image immediately after the measurement.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (27 results)

All 2015 2014 2013 2012 Other

All Journal Article (11 results) (of which Peer Reviewed: 9 results,  Open Access: 1 results,  Acknowledgement Compliant: 1 results) Presentation (12 results) (of which Invited: 5 results) Book (4 results)

  • [Journal Article] Restoration of lost frequency in OpenPET imaging: comparison between the method of convex projections and the maximum likelihood expectation maximization method2014

    • Author(s)
      Hideaki Tashima, Takayuki Katsunuma, Hiroyuki Kudo, Hideo Murayama, Takashi Obi, Mikio Suga, Taiga Yamaya
    • Journal Title

      Radiological Physics and Technology

      Volume: 7 Issue: 2 Pages: 329-339

    • DOI

      10.1007/s12194-014-0270-5

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Image Reconstruction Methods in Low-Dose CT2014

    • Author(s)
      工藤博幸
    • Journal Title

      Medical Imaging Technology

      Volume: 32 Issue: 4 Pages: 239-248

    • DOI

      10.11409/mit.32.239

    • NAID

      130004691588

    • ISSN
      0288-450X, 2185-3193
    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 医用イメージングと計算機支援診断の統合2014

    • Author(s)
      工藤博幸
    • Journal Title

      インナービジョン

      Volume: 29 Pages: 36-36

    • Related Report
      2014 Annual Research Report
  • [Journal Article] 計算解剖学モデルに基づく医用イメージング高度化2014

    • Author(s)
      工藤博幸
    • Journal Title

      インナービジョン

      Volume: 29 Pages: 50-50

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Compressed-sensing-based three-dimensional image reconstruction algorithm for C-arm vascular imaging2014

    • Author(s)
      Mona Selim, Mohammad al-Shatouri, Hiroyuki Kudo, and Essam A. Rashed
    • Journal Title

      Proceedings of 2014 Cairo International Biomedical Engineering Conference (CIBEC)

      Volume: なし Pages: 111-114

    • DOI

      10.1109/cibec.2014.7020930

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Restoration of lost frequency in openPET imaging by maximum likelihood expectation maximization2014

    • Author(s)
      Hideaki Tashima1, Takayuki Katsunuma, Hiroyuki Kudo, Hideo Murayama, Takashi Obi, Mikio Suga, and Taiga Yamaya
    • Journal Title

      Radiological Physics and Technology

      Volume: 印刷中

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Anatomically-guided MAP reconstruction of partial-ring TOF PET data using spots-on-smooth image representation model2013

    • Author(s)
      Tetsuya Kobayashi, Keishi Kitamura, and Hiroyuki Kudo
    • Journal Title

      Proceedings of 12th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine

      Volume: なし Pages: 436-439

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development of interactive 3D imaging system for hepatic angiography2013

    • Author(s)
      Essam A. Rashed, Ahmed M. Ghanem, Ayman Atia, Ahmad Amin, Mohammad al-Shatouri, and Hiroyuki Kudo
    • Journal Title

      Conference Record of 2013 IEEE Nuclear Science Symposium and Medical Imaging Conference

      Volume: なし

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Anatomically-guided MAP reconstruction of partial-ring TOF PET data using spots-on-smooth image representation model2013

    • Author(s)
      Tetsuya Kobayashi
    • Journal Title

      Proceedings of 12th International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine

      Volume: なし

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Statistical image reconstruction form limited projection data with intensity priors2012

    • Author(s)
      E.A.Rashed, H.Kudo
    • Journal Title

      Physics in Medicine and Biology

      Volume: 57 Issue: 7 Pages: 2039-2061

    • DOI

      10.1088/0031-9155/57/7/2039

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] GPU-Based PET image reconstruction using an accurate geometrical system model2012

    • Author(s)
      Shoko Kinouchi
    • Journal Title

      IEEE Trans.Nucl. Sci

      Volume: 59 Issue: 5 Pages: 1977-1983

    • DOI

      10.1109/tns.2012.2201953

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] ローアクション型トータルバリエーション正則化法とCT画像再構成への実用2015

    • Author(s)
      山嵜深, 根本拓也, 高木景太, 工藤博幸
    • Organizer
      メディカルイメージング連合フォーラム2015
    • Place of Presentation
      石垣島ホテルミヤヒラ(沖縄県)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Annual Research Report
  • [Presentation] CT画像再構成逆問題と格闘した約30年 - 解析的再構成法から圧縮センシングまで -(フェロー記念講演)2015

    • Author(s)
      工藤博幸
    • Organizer
      メディカルイメージング連合フォーラム2015
    • Place of Presentation
      石垣島ホテルミヤヒラ(沖縄県)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 医療用CTにおける先進の画像再構成法と圧縮センシング2014

    • Author(s)
      工藤博幸
    • Organizer
      日本顕微鏡学会第58回シンポジウム
    • Place of Presentation
      九州大学(福岡県)
    • Year and Date
      2014-11-16 – 2014-11-17
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 非線形フィルタを用いた圧縮センシングの提案とCT画像再構成への応用2014

    • Author(s)
      渡邉圭一, 工藤博幸
    • Organizer
      第33回日本医用画像工学会大会
    • Place of Presentation
      東京慈恵会医科大学(東京都)
    • Year and Date
      2014-07-24 – 2014-07-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] 統計的推定によるCT画像再構成の数理と新しい展開

    • Author(s)
      工藤博幸
    • Organizer
      精密工学会現物融合型エンジニアリング専門委員会第49回例会
    • Place of Presentation
      東京大学(東京都)
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] トータルバリエーション正則化のためのローアクション型CT画像再構成法

    • Author(s)
      工藤博幸,大森広崇,Essam A. Rashed
    • Organizer
      第2回大規模画像復元問題に対する高速な数値計算法の開発ミーティング
    • Place of Presentation
      国立情報学研究所(東京都)
    • Related Report
      2013 Research-status Report
  • [Presentation] 統計的推定によるCT 画像再構成の基礎と新しい展開

    • Author(s)
      工藤博幸
    • Organizer
      日本顕微鏡学会マルチスケールトモグラフィー研究部会
    • Place of Presentation
      工学院大学(東京都)
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] トータルバリエーションと圧縮センシングによる画像再構成

    • Author(s)
      工藤博幸
    • Organizer
      第3回大規模画像復元問題に対する高速な数値計算法の開発ミーティング
    • Place of Presentation
      筑波大学(茨城県)
    • Related Report
      2013 Research-status Report
  • [Presentation] 統計的推定によるCT画像再構成の基礎と新しい展開

    • Author(s)
      工藤博幸
    • Organizer
      日本学術振興会産業計測第36委員会第406回研究会
    • Place of Presentation
      サピアタワービルディング内東北大学東京分室(東京都)
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] 改良した正規化相互情報量によるマルチモダリティ画像の位置合わせ

    • Author(s)
      小林彩子
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      那覇市ぶんかテンブス館(沖縄県)
    • Related Report
      2012 Research-status Report
  • [Presentation] MRI情報を用いた脳血流SPECTの部分容積効果補正法の改良と病変検出への応用

    • Author(s)
      野村勇人
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      那覇市ぶんかテンブス館(沖縄県)
    • Related Report
      2012 Research-status Report
  • [Presentation] トータルバリエーション正則化のためのローアクション型画像再構成法

    • Author(s)
      大森広崇
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      那覇市ぶんかテンブス館(沖縄県)
    • Related Report
      2012 Research-status Report
  • [Book] 応用数理ハンドブック(「コンピュータトモグラフィー逆問題』を執筆」)2013

    • Author(s)
      工藤博幸,薩摩順吉,大石進一,杉原正顕,合原一幸,杉山将,萩原一郎,芦野隆一,鈴木貴,引原隆士,畔上秀幸,田辺誠,藤井裕矩,一森哲男,田端正久,松尾宇泰,土屋隆,松木平淳太,大塚厚二,中村憲他
    • Total Pages
      685
    • Publisher
      朝倉書店
    • Related Report
      2013 Research-status Report
  • [Book] 実践医用画像解析ハンドブック2012

    • Author(s)
      原武史
    • Total Pages
      835
    • Publisher
      オーム社
    • Related Report
      2012 Research-status Report
  • [Book] 医用画像工学ハンドブック2012

    • Author(s)
      尾川浩一
    • Total Pages
      800
    • Publisher
      日本医用画像工学会
    • Related Report
      2012 Research-status Report
  • [Book] チュートリアルDVD「医用画像工学における統計的推定・機械学習の基礎と最新動向」2012

    • Author(s)
      工藤博幸
    • Publisher
      日本医用画像工学会
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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