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Statistical Mechanical Approach to the 3-Dimensional Medical ImageReconstruction

Research Project

Project/Area Number 21500214
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Sensitivity informatics/Soft computing
Research InstitutionThe University of Electro-Communications

Principal Investigator

SHOUNO Hayaru  電気通信大学, 大学院・情報理工学研究科, 准教授 (50263231)

Project Period (FY) 2009 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
KeywordsCT 画像 / Radon 変換 / ハイパーパラメータ推定 / ベイズ推定 / 画像修復 / 断層画像 / Bayes 推定 / 4D 画像 / CT画像 / 画像再構成 / Radon変換
Research Abstract

We introduce a Bayes inference method, which is a kind of statistical mechanical approach, into the medical tomography image reconstruction that is frequently used in the diagnosis. Applying the Bayes inference, we provide an inference algorithm for the strength ratio between prior knowledge and the observed data. In the result, we confirm our algorithm shows better results in almost all the cases rather than that of the conventional method.

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

    (41 results)

All 2013 2012 2011 2010 2009 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (32 results) Remarks (2 results)

  • [Journal Article] 4次元MRFを利用した事前分布によるBayes断層画像再構成法2013

    • Author(s)
      山崎窓未, 庄野逸, 岡田真人
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol.96-D,No.4 Pages: 791-802

    • URL

      http://search.ieice.org/bin/summary.php?id=j96-d_4_791&category=D&year=2013&lang=J&abst

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 四次元MRFを利用した事前分布による Bayes 断層画像再構成法2013

    • Author(s)
      山崎窓未
    • Journal Title

      電子情報通信学会論文誌 D

      Volume: 96 Pages: 791-802

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Deterministic algorithm for nonlinear Markov random field model2012

    • Author(s)
      Yoshinori Ohno
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 81 Issue: 6 Pages: 54-62

    • DOI

      10.1143/jpsj.81.064006

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Hierarchical Extension of the HOG Model Implemented in the Convolution-net for Human Detection2012

    • Author(s)
      Y. Arakaki
    • Journal Title

      Information and Media Technologies

      Volume: 7 Issue: 4 Pages: 1480-1488

    • DOI

      10.11185/imt.7.1480

    • NAID

      130003324433

    • ISSN
      1881-0896
    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Bayesian hyper-parameter inference for Radon transformed image reconstruction2011

    • Author(s)
      H. Shouno, M. Yamasaki, M. Okada
    • Journal Title

      International Journal of Biomedical Imaging

      Volume: 2011 Pages: 870252-870252

    • DOI

      10.1155/2011/870252

    • Related Report
      2012 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bayesian Image Restoration for Medical Images using Radon Transform.2010

    • Author(s)
      H.Shouno, M.Okada
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 79(7) Issue: 7 Pages: 74004-74004

    • DOI

      10.1143/jpsj.79.074004

    • NAID

      40017205441

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Bayesian Image Restoration for Medical Images using Radon Transform2010

    • Author(s)
      Shnunn H Okada, M.
    • Journal Title

      Journal of the Physical Society of Japan

      Volume: 79 Pages: 74004-74004

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] An idiopathic interstitial pneumonia classification for CT image by use of a semi-supervised learning2012

    • Author(s)
      M.Wada, H. Shouno, S. Kido
    • Organizer
      Proceedings of International Forum on Medical Imaging in Asia (IFMIA) 2012
    • Place of Presentation
      Daejong, Korea
    • Related Report
      2012 Final Research Report
  • [Presentation] Topographic Analysis of Correlated Components2012

    • Author(s)
      H. Sasaki, M.U. Gutmann, H.Shouno, A.Hyvarinen
    • Organizer
      in Asian Conference on Machine Learning (ACML)
    • Place of Presentation
      Singapole
    • Related Report
      2012 Final Research Report
  • [Presentation] Poissonノイズ画像に対する局所変分法を用いた画像修復2012

    • Author(s)
      庄野逸, 瀧山健, 岡田真人
    • Organizer
      日本物理学会春季大会
    • Place of Presentation
      関西学院大学
    • Related Report
      2012 Final Research Report
  • [Presentation] Topographic Analysis of Correlated Components2012

    • Author(s)
      H. Sasaki
    • Organizer
      JMLR: Workshop and Conference Proceedings
    • Place of Presentation
      Singapole
    • Related Report
      2012 Annual Research Report
  • [Presentation] n Idiopathic Interstitial Pneumonia Classification for CT image by use of a Semi-supervised Learning2012

    • Author(s)
      M. Wada
    • Organizer
      IFMIA: International Forum on Medical Imaging in Asia
    • Place of Presentation
      Daejong, KOREA
    • Related Report
      2012 Annual Research Report
  • [Presentation] Classification of Idiopathic Interstitial Pneumonia CT Images using Convolutional-net with Sparse Feature Extractors2011

    • Author(s)
      Taiju Inagaki, Hayaru Shouno, Shoji Kido
    • Organizer
      Proc. Intl. Conf. Parallel and Distributed Processing Techniques and Applications
    • Place of Presentation
      Las Vegas
    • Year and Date
      2011-07-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] ベイズアプローチに基づいた断層画像における画像修復2011

    • Author(s)
      植木淳太, 庄囲え
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東京,日本
    • Year and Date
      2011-03-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] SIFTアルゴリズムを導入したコンポリューションネットモデルの識別能力に対する検討2011

    • Author(s)
      新垣泰仁, 庄野逸
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東京,日本
    • Year and Date
      2011-03-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] ベイジアンネジトを導入したベイズ推定法による幼児の行動認識精度の改善-超音波センサとカメラ画像による実験評価2011

    • Author(s)
      石川詔三, 本村陽一, 西田佳史, 庄
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東京,日本
    • Year and Date
      2011-03-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] Topographic Representations for LinearlyCorrelated Components2011

    • Author(s)
      H. Sasaki, A. Hyvarinen, M. Gutmann, H.Shouno
    • Organizer
      NIPS 2011 workshop
    • Place of Presentation
      Granada, Spain
    • Related Report
      2012 Final Research Report
  • [Presentation] 非線形マルコフ確率場モデルのハイパーパラメータ推定における決定的アルゴリズム2011

    • Author(s)
      大野義典, 永田賢二, 庄野逸, 岡田真人
    • Organizer
      電子情報通信学会ニーロコンピューティング研究会
    • Place of Presentation
      東北大学
    • Related Report
      2012 Final Research Report
  • [Presentation] 局所変分法を用いたPoisson過程観測下における画像修復2011

    • Author(s)
      庄野逸, 瀧山健, 岡田真人
    • Organizer
      電子情報通信学会ニューロコンピューティング研究会
    • Place of Presentation
      東北大学
    • Related Report
      2012 Final Research Report
  • [Presentation] 局所変分法を用いたTotal Variationの近似とノイズ除去2011

    • Author(s)
      庄野逸, 岡田真人
    • Organizer
      電子情報通信学会IBISML研究会
    • Place of Presentation
      奈良女子大学
    • Related Report
      2012 Final Research Report
  • [Presentation] Classification of Idiopathic Interstitial Pneumonia CT Images using Convolutional-net with Sparse Feature Extractors.2011

    • Author(s)
      T. Inagaki, H. Shouno, S. Kido
    • Organizer
      In Proceedings of the International Conference on Parallel and Distributed Processing Techniques and Applications 2011 (PDPTA'11), Vol.2 pp.699-705
    • Place of Presentation
      Las Vegas, USA
    • Related Report
      2012 Final Research Report
  • [Presentation] 3次元MRFを用いたBayes断層画像再構成法2011

    • Author(s)
      川人翔平, 山崎窓未, 庄野逸, 岡田真人
    • Organizer
      電子情報通信学会IE2011-17
    • Place of Presentation
      名古屋大学
    • Related Report
      2012 Final Research Report
  • [Presentation] ベイズアプローチに基づいた断層画像における画像修復2011

    • Author(s)
      植木淳太, 庄野逸
    • Organizer
      電子情報通信学会ニーロコンピューティング研究会
    • Place of Presentation
      玉川大学
    • Related Report
      2012 Final Research Report
  • [Presentation] Inference for Radon Transformed Image Reconstruction using Bayesian Inference2010

    • Author(s)
      M. Yamasaki, H.Shouno, M.Okada
    • Organizer
      In Proceedings of Machine Learning in Medical Imaging2010(MLMI'10)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2010-09-20
    • Related Report
      2012 Final Research Report
  • [Presentation] AHyper-parameter lnference for Radon Transformed lmage Reconstruction using Bayeaian Inference2010

    • Author(s)
      Shouno.H., Okada, M
    • Organizer
      Proc.Of Machine Learning in Medical Imaging 2010
    • Place of Presentation
      北京,中国.
    • Year and Date
      2010-09-20
    • Related Report
      2010 Annual Research Report
  • [Presentation] Radon変換画像におけるハイパーパラメータ推定2010

    • Author(s)
      庄型逸, 岡田真人
    • Organizer
      第13回画像の認識・理解シンポジウム
    • Place of Presentation
      釧路,日本
    • Year and Date
      2010-07-26
    • Related Report
      2010 Annual Research Report
  • [Presentation] Classification of Idiopathic Interstittial Pneumonia on High-Resolution CT Images using Counter-Propagation Network2010

    • Author(s)
      Tanaka, Y., Shouno, H., Kido, S
    • Organizer
      Proc., of the Intl Conf.on Parallel and Distributed Processing Techniques and Applications 2010
    • Place of Presentation
      LasVegas,NV.,USA.
    • Year and Date
      2010-07-12
    • Related Report
      2010 Annual Research Report
  • [Presentation] Bayes推定を用いたRadon変換画像の再構成2010

    • Author(s)
      庄野逸, 岡田真人
    • Organizer
      電子情報通信学会 医用画像研究会
    • Place of Presentation
      テンブス那覇
    • Year and Date
      2010-01-28
    • Related Report
      2009 Annual Research Report
  • [Presentation] Radon変換画像におけるハイパーパラメータ推定2010

    • Author(s)
      H. Shouno, M.Okada. A Hyper-parameter ,庄野逸, 岡田真人
    • Organizer
      第13回画像の認識・理解シンポジウム
    • Place of Presentation
      釧路
    • Related Report
      2012 Final Research Report
  • [Presentation] Classification of Idiopathic Interstitial Pneumonia on High-resolution CT Images using Counter Propagation Network.2010

    • Author(s)
      Y. Tanaka, H. Shouno, S. Kido
    • Organizer
      In Proceedings of the International Conference on Parallel and Distributed Processing Techniques and Applications 2010(PDPTA'10)
    • Place of Presentation
      Las Vegas, USA
    • Related Report
      2012 Final Research Report
  • [Presentation] Bayes推定を用いたRadon変換画像の再構成2010

    • Author(s)
      庄野逸, 岡田真人
    • Organizer
      電子情報通信学会医用画像研究会
    • Place of Presentation
      沖縄
    • Related Report
      2012 Final Research Report
  • [Presentation] 幼児の行動認識のためのTree Augmented Naive Bayes Modelとベイジアンネットを組み合わせたベイズ推定の精度比較2009

    • Author(s)
      石川詔三, 本村陽一, 西田佳史, 庄野逸
    • Organizer
      情報処理学会 数理モデル化と問題解決(MPS)研究会
    • Place of Presentation
      電気通信大学
    • Year and Date
      2009-12-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] スパースコーディングを用いた医療画像の特徴抽出2009

    • Author(s)
      稲垣大樹, 庄野逸
    • Organizer
      情報処理学会 数理モデル化と問題解決(MPS)研究会
    • Place of Presentation
      電気通信大学
    • Year and Date
      2009-12-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] ベイズアプローチに基づいた断層画像の再構成2009

    • Author(s)
      山本翔, 庄野逸
    • Organizer
      情報処理学会 数理モデル化と問題解決(MPS)研究会
    • Place of Presentation
      電気通信大学
    • Year and Date
      2009-12-18
    • Related Report
      2009 Annual Research Report
  • [Presentation] 医用画像再構成におけるハイパーパラメータ推定2009

    • Author(s)
      庄野逸, 岡田真人
    • Organizer
      日本神経回路学会 全国大会
    • Place of Presentation
      東北大学
    • Year and Date
      2009-09-24
    • Related Report
      2009 Annual Research Report
  • [Presentation] ベイズアプローチに基づいた断層画像の再構成2009

    • Author(s)
      山本翔, 庄野逸
    • Organizer
      情報処理学会数理モデル化と問題解決研究会
    • Place of Presentation
      電気通信大学
    • Related Report
      2012 Final Research Report
  • [Presentation] Radon変換を介した医用画像再構成における画像修復2009

    • Author(s)
      庄野逸, 岡田真人
    • Organizer
      第12回情報論的学習理論ワークショップ(IBIS2009)
    • Place of Presentation
      九州大学
    • Related Report
      2012 Final Research Report 2009 Annual Research Report
  • [Presentation] 医用画像再構成におけるハイパーパラメータ推定2009

    • Author(s)
      庄野逸, 岡田真人
    • Organizer
      日本神経回路学会全国大会講演論文集
    • Place of Presentation
      東北大学
    • Related Report
      2012 Final Research Report
  • [Presentation] 医療画像再構成問題における画像修復2009

    • Author(s)
      庄野逸, 岡田真人
    • Organizer
      科研費特定領域研究「情報統計力学の深化と展開」発表会「情報統計力学の広がり:量子・画像・そして展開」
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Final Research Report 2009 Annual Research Report
  • [Remarks]

    • URL

      http://daemon.inf.uec.ac.jp/ja/

    • Related Report
      2012 Final Research Report
  • [Remarks]

    • URL

      http://daemon.ice.uec.ac.jp/.ja/767a8868696d7e3e

    • Related Report
      2011 Annual Research Report

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

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