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Development of Medical Image Processing Technology Based on Sparse Coding and Hardware Implementation

Research Project

Project/Area Number 26420350
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Communication/Network engineering
Research InstitutionKanazawa University

Principal Investigator

Imamura Kousuke  金沢大学, 電子情報学系, 准教授 (00324096)

Co-Investigator(Kenkyū-buntansha) 松田 吉雄  金沢大学, 電子情報学系, 教授 (20401896)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
KeywordsSparse coding / Medical image processing / Noise reduction / Non-local means / Hardware design / 医療画像処理 / スパースコーディング / ノイズ除去 / 医用画像処理
Outline of Final Research Achievements

In this study, we developed a noise reduction method based on sparse coding for X-ray image as medical image processing algorithms, and we studied hardware implementation for the purpose of practical use. The major achievements were development of a dictionary design technique for sparse coding corresponded to Poisson noise and a fast atom selection method using initial inner product. These proposed method provided good noise reduction performance. On the other hand, we designed hardware of a fast processing algorithm using Cholesky decomposition, and evaluated the performance.

Report

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

    (11 results)

All 2016 2015 2014

All Journal Article (1 results) (of which Acknowledgement Compliant: 1 results) Presentation (10 results) (of which Int'l Joint Research: 2 results)

  • [Journal Article] NL-means を用いた医療画像ノイズ除去における微小石灰化減弱の改善に関する検討2014

    • Author(s)
      山下剛史,大柿護,加藤真里奈,今村幸祐,松田吉雄,真田茂
    • Journal Title

      電子情報通信学会技術報告

      Volume: IE2014-57 Pages: 45-50

    • Related Report
      2014 Research-status Report
    • Acknowledgement Compliant
  • [Presentation] Image Denoising using Non-local Means for Poisson Noise2016

    • Author(s)
      Kousuke Imamura, Naoki Kimura, Fumiaki Satou, Shigeru Sanada, Yoshio Matsuda
    • Organizer
      2016 International Symposium on Intelligent Signal Processing and Communication Systems
    • Place of Presentation
      Phuket, Thailand
    • Year and Date
      2016-10-24
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] スパース表現によるポアソンノイズの除去2016

    • Author(s)
      齊藤 美緒, 今村 幸祐, 松田 吉雄, 藤村 誠
    • Organizer
      電気・情報関係学会九州支部連合大会
    • Place of Presentation
      宮崎大学
    • Year and Date
      2016-09-29
    • Related Report
      2016 Annual Research Report
  • [Presentation] ポアソンノイズ除去に対応したNon-Local Meansの重み関数2016

    • Author(s)
      木村 直樹, 蟹屋敷 祐介, 今村 幸祐, 真田 茂, 松田 吉雄
    • Organizer
      2016年電子情報通信学会ソサイエティ大会
    • Place of Presentation
      北海道大学
    • Year and Date
      2016-09-20
    • Related Report
      2016 Annual Research Report
  • [Presentation] ハードウェア化に向けたSparse CodingにおけるOMPの高速化2016

    • Author(s)
      佐藤 文彬, 今村 幸祐, 松田 吉雄
    • Organizer
      平成28年度電気関係学会北陸支部連合大会
    • Place of Presentation
      福井工業大学
    • Year and Date
      2016-09-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] スパース表現を用いたX線画像の高速ノイズ除去2016

    • Author(s)
      伊藤薫,今村幸祐,松田吉雄
    • Organizer
      2016年電子情報通信学会総合大会
    • Place of Presentation
      九州大学,福岡
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] Fast Atom Selection Method Based on the Order of Initial Inner Product Values for Image Denoising Using Sparse Representation2015

    • Author(s)
      K. Imamura, K. Itoh, Y. Matsuda
    • Organizer
      2015 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS2015)
    • Place of Presentation
      Bali, Indonesia
    • Year and Date
      2015-11-09
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] スパース表現による画像のノイズ除去のための係数最適化後の残差信号予測による高速辞書選択2015

    • Author(s)
      伊藤薫,今村幸祐,松田吉雄
    • Organizer
      平成27年度電気関係学会北陸支部連合大会
    • Place of Presentation
      金沢工業大学,石川
    • Year and Date
      2015-09-12
    • Related Report
      2015 Research-status Report
  • [Presentation] 基底辞書と残差信号の内積値順位に基づくスパースコーディングの高速化2015

    • Author(s)
      清水孝平,今村幸祐,陳海峰,松田吉雄
    • Organizer
      平成27年度電気関係学会北陸支部連合大会
    • Place of Presentation
      金沢工業大学,石川
    • Year and Date
      2015-09-12
    • Related Report
      2015 Research-status Report
  • [Presentation] スパース表現を用いた画像のノイズ除去のための高速な基底辞書選択2015

    • Author(s)
      伊藤薫,今村幸祐,松田吉雄
    • Organizer
      2015年電子情報通信学会総合大会
    • Place of Presentation
      立命館大学 びわこ・くさつキャンパス
    • Year and Date
      2015-03-10 – 2015-03-13
    • Related Report
      2014 Research-status Report
  • [Presentation] ヒストグラムに基づく画素値分類を利用したスパース表現による医療画像のノイズ除去2014

    • Author(s)
      伊藤薫,今村幸祐,松田吉雄
    • Organizer
      平成26年度電気関係学会北陸支部連合大会
    • Place of Presentation
      富山高等専門学校
    • Year and Date
      2014-09-11 – 2014-09-12
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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