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Bayes integration of medical image with statistical mechanical approach

Research Project

Project/Area Number 25330285
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Soft computing
Research InstitutionThe University of Electro-Communications

Principal Investigator

Shouno Hayaru  電気通信大学, 情報理工学(系)研究科, 教授 (50263231)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords情報統計力学 / ベイズ推定 / 医用画像 / ノイズ除去 / PET画像 / 画像修復 / マルコフ確率場 / Poisson 画像 / 画像再構成 / 確率伝播法 / Bayes推定 / PET
Outline of Final Research Achievements

In this research, we apply a Bayes approach for medical image reconstruction problem. We develop several reconstruction algorithm, from theoretical and practical viewpoints. From the theoretical viewpoint, we solve a image reconstruction problem under the Poisson observation process with a Gaussian Markov random field prior. Also from the practical viewpoint, we apply our Bayes approach to reconstruct the positron emission tomography (PET) for the real device. As the result, we confirm the Bayesian approach is effective when we construct the model based on the fact. On that basis, we should consider several approximation for the effective calculation. The more difficult problem is to assume shape of the prior. Deciding the prior model is the our future work.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (17 results)

All 2015 2014 2013 Other

All Int'l Joint Research (1 results) Journal Article (6 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 6 results,  Acknowledgement Compliant: 3 results,  Open Access: 2 results) Presentation (10 results) (of which Int'l Joint Research: 7 results,  Invited: 2 results)

  • [Int'l Joint Research] Harbin Engineering University(中国)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Dark channel prior based blurred image restoration method using total variation and morphology2015

    • Author(s)
      Li, Yibing, Fu, Qiang, Ye, Fang, Hayaru Shouno
    • Journal Title

      Journal of Systems Engineering and Electronics

      Volume: 4 Issue: 2 Pages: 177-184

    • DOI

      10.1109/jsee.2015.00042

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Bayesian Restoration for Poisson Corrupted Image using a Latent Variational Method with Gaussian MRF2015

    • Author(s)
      H. Shouno
    • Journal Title

      情報処理学会論文誌: 数理モデル化と応用

      Volume: 8 Pages: 62-71

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Dictionary-Based Image Denoising by Fused-LASSO Atom Selection2014

    • Author(s)
      A.Li, H.Shouno
    • Journal Title

      Mathematical Problems in Engineering

      Volume: 2014 Issue: 1

    • DOI

      10.1155/2014/368602

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] スパースモデリングとトポグラフィックICA2014

    • Author(s)
      庄野 逸, 佐々木博昭
    • Journal Title

      映像情報メディア学会誌

      Volume: 12 Pages: 888-891

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Distribution estimation of hyperparameters in Markov random field models2014

    • Author(s)
      Yoshinori Nakanishi-Ohno, Kenji Nagata, Hayaru Shouno, Masato Okada
    • Journal Title

      Journal of Physics A : Mathematical and Theoretical

      Volume: Vol.81 Issue: 4 Pages: 45001-45001

    • DOI

      10.1088/1751-8113/47/4/045001

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Correlated Topographic Analysis : Estimating an Ordering of Correlated Components2013

    • Author(s)
      Hiroaki Sasaki, Michael U. Gutmann, Hayaru Shouno and Aapo Hyvärinen
    • Journal Title

      Machine Learning

      Volume: 92 Issue: 2-3 Pages: 285-317

    • DOI

      10.1007/s10994-013-5351-x

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] A Transfer Learning Method with Deep Convolutional Neural Network for Diffuse Lung Disease Classification2015

    • Author(s)
      Hayaru Shouno, Satoshi Suzuki, Shoji Kido
    • Organizer
      International Conference on Neural Information Processing
    • Place of Presentation
      Istanbul, Turkey
    • Year and Date
      2015-11-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Novel texture classification with Deep Convolution Neural Network-Evaluation with Lung CT Images-2015

    • Author(s)
      Hayaru Shouno
    • Organizer
      International Symposium on Object Vision in Human, Monkey, and Machine
    • Place of Presentation
      Tokyo, Japan
    • Year and Date
      2015-11-07
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Quantitative Evaluation of Reconstructed Image with Filtered Back Projection Bayes Method2015

    • Author(s)
      Nodoka Iida, Hayaru Shouno, Muneyuki Sakata, Yuichi Kimura
    • Organizer
      International Conference on Parallel Distribute Processing Technique and Application
    • Place of Presentation
      Las Vegas, USA
    • Year and Date
      2015-07-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Semi-supervised Based Learning for Idiopathic Interstitial Pneumonia on HRCT Images2015

    • Author(s)
      Hayaru Shouno, Shoji Kido
    • Organizer
      International Conference on Parallel Distribute Processing Technique and Application
    • Place of Presentation
      Las Vegas, USA
    • Year and Date
      2015-07-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep convolutional network neocognitron: Improved Interpolating-Vector2015

    • Author(s)
      Kunihiko Fukushima, Hayaru Shouno
    • Organizer
      International Joint Conference on Neural Networks
    • Place of Presentation
      Killarney, Ireland
    • Year and Date
      2015-07-12
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of function of rectified linear unit used in deep learning2015

    • Author(s)
      Kazuyuki Hara, Daisuke Saito, Hayaru Shouno
    • Organizer
      International Joint Conference on Neural Networks
    • Place of Presentation
      Killarney, Ireland
    • Year and Date
      2015-07-12
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Diffuse Lung Disease Pattern Recognition with Deep Convolutional Neural Network2015

    • Author(s)
      Hayaru Shouno, Satoshi Suzuki, Shoji Kido
    • Organizer
      Asia Pacific Conference on Vision
    • Place of Presentation
      Singapole
    • Year and Date
      2015-07-09
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Acceleration of Poisson Corrupted Image Restoration with Loopy Belief Propagation2014

    • Author(s)
      H.Shouno
    • Organizer
      Parallel and Distributed Processing Techniques and Applications (PDPTA14)
    • Place of Presentation
      LasVegas, NV, USA
    • Year and Date
      2014-07-21 – 2014-07-25
    • Related Report
      2014 Research-status Report
  • [Presentation] Estimating Dependency Structures for non-Gaussian Components with Linear and Energy Correlations.2014

    • Author(s)
      H.Sasaki, M.U.Gutmann, H.Shouno, A.Hyvarinen
    • Organizer
      Artificial Intelligence and Statics (AISTATS)14
    • Place of Presentation
      Reyjavik, Iceland
    • Year and Date
      2014-04-21 – 2014-04-26
    • Related Report
      2014 Research-status Report
  • [Presentation] Poisson observed image restoration using a latent variational approximation with Gaussian MRF2013

    • Author(s)
      H. Shouno, M.Okada
    • Organizer
      Intl. Conf. Parallel Distributed Processing and Technical Applications
    • Place of Presentation
      Las Vegas, NV, USA
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2022-02-07  

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