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Chaotic Neurons Network with Plastic Couplings for Image Segmentation and Posterization

Research Project

Project/Area Number 22700234
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionThe University of Tokushima

Principal Investigator

FUJIMOTO Kenichi  徳島大学, 大学院・ヘルスバイオサイエンス研究部, 助教 (20300626)

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords動的画像領域分割処理 / カオス・ニューロン結合系 / 可塑的結合 / ポスタリゼーション / 振動応答 / 同期現象 / Graphics Processing Unit / ニューロン結合系 / 動的画像領域分割 / GPU実装 / 離散時間力学系 / 非線形ダイナミクス
Research Abstract

The purpose of this study is to develop basic technologies on a dynamic image-segmentation system that is applicable to high-resolution, continuous-tone images. On the basis of nonlinear dynamical systems theory, we analyzed the dynamics of discrete-time chaotic neurons with plastic couplings. The results suggested appropriate values of system parameters for dynamic image segmentation. The proposed system with tuned parameter values worked for several medical images. Moreover, an implementation of the proposed system into a graphics processing unit yielded faster dynamic image segmentation than that executed in a central processing unit.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (31 results)

All 2013 2011 2010 Other

All Journal Article (13 results) (of which Peer Reviewed: 10 results) Presentation (13 results) Book (2 results) Remarks (3 results)

  • [Journal Article] GPU Implementation of Oscillator Network System with Plastic Coupling for Dynamic Image Segmentation2013

    • Author(s)
      Ken'ichi Fujimoto, Mio Kobayashi, and Tetsuya Yoshinaga
    • Journal Title

      Journal of Electronic Systems

      Volume: Vol.3, No.1 Pages: 17-24

    • URL

      http://www.dline.info/jes/fulltext/v3n1/3.pdf

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Identification of target image regions based on bifurcations of a fixed point in a discrete-time oscillator network, International Journal of Innovative Computing2013

    • Author(s)
      Ken'ichi Fujimoto, Mio Kobayashi, Tetsuya Yoshinaga, and Kazuyuki Aihara
    • Journal Title

      Information and Control

      Volume: Vol.9, No.1 Pages: 355-363

    • URL

      http://www.ijicic.org/ijicic-11-11043.pdf

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Identification of target image regions based on bifurcations of a fixed point in a discrete-time oscillator network2013

    • Author(s)
      Ken'ichi Fujimoto
    • Journal Title

      International Journal of Innovative Computing, Information and Control

      Volume: 9 Pages: 355-363

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Discrete-Time Dynamic Image Segmentation Based on Oscillations by Destabilizing a Fixed Point2011

    • Author(s)
      Ken'ichi Fujimoto
    • Journal Title

      IEEJ Transactions on Electrical and Electronic Engineering

      Volume: 6 Issue: 5 Pages: 468-473

    • DOI

      10.1002/tee.20683

    • Related Report
      2012 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Coupled Neuronal System with Plastic Coupling for Dynamic Image Segmentation2011

    • Author(s)
      Ken'ichi Fujimoto, Mio Kobayashi, and Tetsuya Yoshinaga
    • Journal Title

      IFMBE Proceedings

      Volume: Vol37 Pages: 643-646

    • DOI

      10.1007/978-3-642-23508-5_167

    • ISBN
      9783642235078, 9783642235085
    • Related Report
      2012 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Bifurcations of Oscillatory Responses Observed in Discrete-Time Coupled Neuronal System for Dynamic Image Segmentation2011

    • Author(s)
      Mio Kobayashi, Ken'ichi Fujimoto, and Tetsuya Yoshinaga
    • Journal Title

      Journal of Signal Processing

      Volume: Vol.5 Pages: 145-153

    • URL

      http://ci.nii.ac.jp/naid/40018765080/

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Identification of Number of Target Image Regions Based on Bifurcation of Fixed Point in Discrete-Time Coupled Neuronal System2011

    • Author(s)
      Fujimoto K, et al
    • Journal Title

      Proceedings of the 2011 International Symposium on Nonlinear Theory and its Applications

      Pages: 156-159

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 動的画像領域分割のための可塑的結合を有する離散時間ニューロン結合系2011

    • Author(s)
      藤本憲市, 他
    • Journal Title

      第24回回路とシステムワークショップ論文集

      Pages: 274-278

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 離散時間ニューロン結合系にみられる同期現象の解析2011

    • Author(s)
      小林美緒, 他
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 111 Pages: 79-84

    • Related Report
      2011 Annual Research Report
  • [Journal Article] 離散時間振動子の星型結合系にみられる分岐とカオス現象2011

    • Author(s)
      小林美緒, 他
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 111 Pages: 1-5

    • Related Report
      2011 Annual Research Report
  • [Journal Article] Bifurcations of Oscillatory Responses Observed in Discrete-Time Coupled Neuronal System for Dynamic Image Segmentation2011

    • Author(s)
      M.Kobayashi
    • Journal Title

      Journal of Signal Processing

      Volume: 15 Pages: 145-153

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Extraction of image regions using oscillatory responses in chaotic neuronal network2010

    • Author(s)
      M.Musashi
    • Journal Title

      Proceedings of 2010 International Symposium on Nonlinear Theory and its Applications

      Pages: 169-172

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 離散時間ニューロンの3個結合系にみられる振動応答の分岐2010

    • Author(s)
      藤原政良
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 110 Pages: 123-128

    • Related Report
      2010 Annual Research Report
  • [Presentation] GPU Implementation of Oscillator Network System with Plastic Coupling for Dynamic Image Segmentation2013

    • Author(s)
      Ken'ichi Fujimoto
    • Organizer
      International Conference on Signal Processing and Telecommunications
    • Place of Presentation
      ElMouradi Palm Marina(チュニジア共和国スース)
    • Year and Date
      2013-03-24
    • Related Report
      2012 Final Research Report
  • [Presentation] GPU Implementation of Oscillator Network System with Plastic Coupling for Dynamic Image Segmentation2013

    • Author(s)
      Ken'ichi Fujimoto
    • Organizer
      International Conference on Signal Processing and Telecommunications
    • Place of Presentation
      El Mouradi Palm Marinaホテル (チュニジア共和国)
    • Related Report
      2012 Annual Research Report
  • [Presentation] 離散時間振動子の星型結合系にみられる分岐とカオス現象2011

    • Author(s)
      藤本憲市
    • Organizer
      電気情報通信学会非線形問題研究会
    • Place of Presentation
      宮古島マリンターミナル(沖縄県)
    • Year and Date
      2011-11-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] Coupled Neuronal System with Plastic Coupling for Dynamic Image Segmentation2011

    • Author(s)
      Ken'ichi Fujimoto
    • Organizer
      The 5th European Conference of the International Federation for Medical and Biological Engineering
    • Place of Presentation
      Budapest Congress Center(ハンガリー共和国ブダペスト)
    • Year and Date
      2011-09-16
    • Related Report
      2012 Final Research Report
  • [Presentation] Coupled Neuronal System with Plastic Coupling for Dynamic Image Segmentation2011

    • Author(s)
      Fujimoto K
    • Organizer
      The 5th European Conference of the International Federation for Medical and Biological Engineering
    • Place of Presentation
      ブダペスト(ハンガリー共和国)
    • Year and Date
      2011-09-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] Identification of Number of Target Image Regions Based on Bifurcation of Fixed Point in Discrete-Time Coupled Neuronal System2011

    • Author(s)
      Mio Kobayashi
    • Organizer
      2011 International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      神戸市産業振興センター(兵庫県)
    • Year and Date
      2011-09-05
    • Related Report
      2012 Final Research Report 2011 Annual Research Report
  • [Presentation] 動的画像領域分割のための可塑的結合を有する離散時間ニューロン結合系2011

    • Author(s)
      藤本憲市
    • Organizer
      第24回回路とシステムワークショップ
    • Place of Presentation
      淡路夢舞台国際会議場(兵庫県)
    • Year and Date
      2011-08-02
    • Related Report
      2012 Final Research Report 2011 Annual Research Report
  • [Presentation] 離散時間ニューロン結合系にみられる同期現象の解析2011

    • Author(s)
      藤本憲市
    • Organizer
      電気情報通信学会非線形問題研究会
    • Place of Presentation
      小豆島オリーブ公園オリーブ記念館(香川県)
    • Year and Date
      2011-05-27
    • Related Report
      2011 Annual Research Report
  • [Presentation] Bifurcation analysis for designing dynamic image segmentation system2011

    • Author(s)
      Ken'ichi Fujimoto
    • Organizer
      The 1st International Symposium on Innovative Mathematical Modelling
    • Place of Presentation
      東京大学生産技術研究所(東京都)
    • Year and Date
      2011-03-02
    • Related Report
      2012 Final Research Report
  • [Presentation] Bifurcation analysis for designing dynamic image segmentation system2011

    • Author(s)
      K.Fujimoto
    • Organizer
      The 1st International Symposium on Innovative Mathematical Modelling
    • Place of Presentation
      東京大学生産技術研究所(東京都目黒区)
    • Year and Date
      2011-03-02
    • Related Report
      2010 Annual Research Report
  • [Presentation] Extraction of image regions using oscillatory responses in chaotic neuronal network2010

    • Author(s)
      Mio Kobayashi
    • Organizer
      2010 International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      International Cultural Center(ポーランド共和国クラクフ)
    • Year and Date
      2010-09-06
    • Related Report
      2012 Final Research Report
  • [Presentation] Extraction of image regions using oscillatory responses in chaotic neuronal network2010

    • Author(s)
      M.Musashi
    • Organizer
      International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      クラクフ(ポーランド共和国)
    • Year and Date
      2010-09-06
    • Related Report
      2010 Annual Research Report
  • [Presentation] 離散時間ニューロンの3個結合系にみられる振動応答の分岐2010

    • Author(s)
      藤原政良
    • Organizer
      電子情報通信学会 非線形問題研究会
    • Place of Presentation
      鳴門教育大学(鳴門市)
    • Year and Date
      2010-08-02
    • Related Report
      2010 Annual Research Report
  • [Book] Discrete Time Systems2011

    • Author(s)
      Ken'ichi Fujimoto et al.
    • Publisher
      INTECH
    • Related Report
      2012 Final Research Report
  • [Book] Discrete Time Systems2011

    • Author(s)
      Fujimoto K, et al
    • Publisher
      INTECH
    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://www.tokushima-u.ac.jp/med/culture/iyo_gazokiki/index.html

    • Related Report
      2012 Final Research Report
  • [Remarks] 結合神経振動子系の同期現象を用いた動的画像領域分割法の開発

    • URL

      http://www.tokushima-u.ac.jp/med/culture/iyo_gazokiki/index.html

    • Related Report
      2012 Annual Research Report
  • [Remarks]

    • URL

      http://www.tokushima-u.ac.jp/med/culture/iyo_gazokiki/index.html

    • Related Report
      2011 Annual Research Report

URL: 

Published: 2010-08-23   Modified: 2019-07-29  

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