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A study of application for medical imaging algorithm based on probabilistic information processing

Research Project

Project/Area Number 18700223
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionThe University of Electro-Communications (2008)
Yamaguchi University (2006-2007)

Principal Investigator

SHOUNO Hayaru  The University of Electro-Communications, 電気通信学部, 准教授 (50263231)

Project Period (FY) 2006 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥3,800,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥300,000)
Fiscal Year 2008: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2007: ¥1,300,000 (Direct Cost: ¥1,300,000)
Fiscal Year 2006: ¥1,200,000 (Direct Cost: ¥1,200,000)
Keywords統計力学的アプローチ / ニューラルネットワーク / 医療画像情報処理 / ニューラルネット / 医療画像 / ベイズ推定 / 統計力学 / ベイス推定 / 画像処理
Research Abstract

新たな医療画像アプリケーションを作成するための理論的な枠組みの構築と,医療診断を支援するようなプロトタイプ作成を主眼に置き研究を行った.特に近年発展してきているソフトコンピューティング分野の手法を援用することにより,観測ノイズによる画像の不鮮明性を考慮にいれた上での画像の特性を調査し,より効果的なアプリケーションの開発を行うことが出来たと考えられる.

Report

(4 results)
  • 2008 Annual Research Report   Final Research Report ( PDF )
  • 2007 Annual Research Report
  • 2006 Annual Research Report
  • Research Products

    (17 results)

All 2009 2008 2007 2006 Other

All Journal Article (10 results) (of which Peer Reviewed: 8 results) Presentation (7 results)

  • [Journal Article] レジストレーション法を用いた胸水貯留を有するCT 画像からの肺野領域の抽出2008

    • Author(s)
      角森昭教,庄野逸,木戸尚治
    • Journal Title

      日本医用画像工学会論文誌 26(5)

      Pages: 338-346

    • NAID

      10025543807

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] 胸部CT 画像を用いたびまん性肺疾患画像解析のための2 次元と3 次元特徴解析の比較2008

    • Author(s)
      菅田良博,木戸尚治,庄野逸
    • Journal Title

      医用画像情報学会誌 25(3)

      Pages: 44-47

    • NAID

      130000097652

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] レジストレーション法を用いた胸水貯留を有するCT画像からの肺野領域の抽出2008

    • Author(s)
      角森昭教, 庄野逸, 木戸尚治
    • Journal Title

      日本医用画像工学会論文誌 26(5)

      Pages: 338-346

    • NAID

      10025543807

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 胸部CT画像を用いたびまん性肺疾患画像解析のための2次元と3次元特徴の解析2008

    • Author(s)
      菅田良博, 木戸尚治, 庄野逸
    • Journal Title

      医用画像情報学会電子ジャーナル 25(2)

      Pages: 44-47

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ネオコグニトロンによる視覚腹側経路のモデル化2007

    • Author(s)
      吉塚武治,庄野逸,宮本弘之
    • Journal Title

      日本神経回路学会論文誌 14

      Pages: 266-272

    • NAID

      10020018963

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] 肋骨の変位とばねモデルを用いた胸部CT 画像の経時的差分画像2007

    • Author(s)
      木戸尚治,庄野逸
    • Journal Title

      医用画像情報学会論文誌 24(4)

    • NAID

      130000097669

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] ネオコグニトロンによる視覚腹側経路のモデル化2007

    • Author(s)
      吉塚武治
    • Journal Title

      神経回路学会誌 14

      Pages: 266-272

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Naive Mean Field Approximation for Soulras Error Correcting Code2006

    • Author(s)
      Masami.Takata, Hayaru.Shouno, Masato Okada
    • Journal Title

      IEICE Transactions of Information .& Systems E89-D

      Pages: 2439-2447

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Naive Mean Field Approximation for Sourlas Error Correcting Code2006

    • Author(s)
      M.Takata
    • Journal Title

      IEICE Trans. Inf. &Syst. E89-D

      Pages: 2439-2447

    • Related Report
      2006 Annual Research Report
  • [Journal Article] ネオコグニトロンによる視覚腹側経路のモデル化

    • Author(s)
      吉塚武治
    • Journal Title

      神経回路学会論文誌 (To be appeared)

    • Related Report
      2006 Annual Research Report
  • [Presentation] Classification of patterns for diffuses lung disease in thoracic CT images by AdaBoost algorithm2009

    • Author(s)
      Masayuki Kuwahara, Shoji Kido,and Hayaru Shouno
    • Organizer
      International Society for Photo-optical Instrumentation Engineers (SPIE). Medical Imaging 2009: Computer-Aided Diagnosis, Vol.7260, 726037
    • Place of Presentation
      San Diego, U.S.A.
    • Year and Date
      2009-02-10
    • Related Report
      2008 Final Research Report
  • [Presentation] Classification of patterns for diffuse lung disease in thoracic CT images by AdaBoost algorithm2009

    • Author(s)
      M. Kuwahara, S. Kido, and H. Shouno
    • Organizer
      Medical Imaging 2009 : Computer-Aided Diagnosis
    • Place of Presentation
      Lake Buena Vista, Fl.,USA
    • Year and Date
      2009-02-10
    • Related Report
      2008 Annual Research Report
  • [Presentation] Recent Studies around the Neocognitron2007

    • Author(s)
      Hayaru Shouno
    • Organizer
      International Conference on Neural Information Processing (ICONIP) 2007
    • Place of Presentation
      Kita-Kyushu, Japan
    • Year and Date
      2007-11-15
    • Related Report
      2008 Final Research Report
  • [Presentation] Recent Studies around the Neocognitron2007

    • Author(s)
      H.Shouno
    • Organizer
      International Conference on Neural Information Processing
    • Place of Presentation
      Kitakyushu
    • Year and Date
      2007-11-15
    • Related Report
      2007 Annual Research Report
  • [Presentation] Analysis of Idiopathic Interstitial Pneumonia by Self-Organization Map on High-Resolution CT Images2007

    • Author(s)
      Yoshiharu.Goto, Hayaru Shouno, Shoji Kido
    • Organizer
      International Conference on Parallel Distribution Processing Techniques and Applications (PDPTA)'07
    • Place of Presentation
      Las Vegas, U.S.A.
    • Year and Date
      2007-06-25
    • Related Report
      2008 Final Research Report
  • [Presentation] Analysis of Idiopathic interstitial Pneumonia by Self Organization Map on High-Resolution Computed Tomography Images.2007

    • Author(s)
      Y.Goto
    • Organizer
      Parallel Distributed Processiong Techniques and Applications
    • Place of Presentation
      Las Vegas
    • Year and Date
      2007-06-25
    • Related Report
      2007 Annual Research Report
  • [Presentation] Discrimination of Lung Sounds using a Statistics of Waveform Intervals2006

    • Author(s)
      Takeshi Orihashi, Hayaru Shouno, Shoji Kido
    • Organizer
      International Conference on Parallel Distribution Techniques and Applications(PDPTA)'06
    • Place of Presentation
      Las Vegas, U.S.A.
    • Year and Date
      2006-06-26
    • Related Report
      2008 Final Research Report

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Published: 2006-04-01   Modified: 2016-04-21  

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