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Construction of Neural Network acquiring an Internal Model of Visual Perceptual Grouping

Research Project

Project/Area Number 14580433
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKansai University (2004)
Hannan University (2002-2003)

Principal Investigator

HAYASHI Isao  Kansai University, Faculty of Informatics, Professor, 総合情報学部, 教授 (70258078)

Co-Investigator(Kenkyū-buntansha) UMANO Motohide  Osaka Prefecture University, College of Integrated Arts and Sciences, Professor, 総合科学部, 教授 (10131616)
Project Period (FY) 2002 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥3,000,000 (Direct Cost: ¥3,000,000)
Fiscal Year 2004: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 2003: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2002: ¥1,400,000 (Direct Cost: ¥1,400,000)
KeywordsPerceptual Grouping / Aperture Problems / Visual Neural Networks / Fuzzy Rules / Feedback Signals / Inhibitory Sypnapses / Recentive Fields / TAM Network / 視覚心理実験 / ニューラルネットワーク / ニュートラルネットワーク / プルーニング / 知識獲得 / 判別問題
Research Abstract

In the human visual system, the visual modalities are detected at visual cells in the retina, the lateral geniculate nucleus(LGN) and the primary visual cortex (V1). Aperture problem is a kind of experiments for analyzing the binding mechanism for motion processing in the early visual system. A circle aperture where a bar is moving in the background is first displayed at the computer display. Two other circles appear next at both sides of the center circle, but two bars are also moving in the background, and the bar's orientation is different from the center's. If subjects perceived three bars as a bar, the center bar's moving orientation would be changed as same as at the both sides of circle's. This perceptual grouping is strongly depending on the display time. On the other hand, visual models and neural networks based on the human visual system have been proposed, e.g., BCS, FCS, ARTMAP, fuzzy ARTMAP and TAM Network. TAM (Topographic Attentive Mapping) Network is a biologically-motivated neural network. TAM Network is analogous to receptive field, LGN, and V1 in the structure from the input layer to the output layer. When the network makes an incorrect error, the attentional mechanism is invoked based on the feedback signals and inhibitory synapses, and the error is adjusted to be smaller. In this research, the following researches are studied.
1.Perceptual rates are estimated changing the display time, radius, distance between circles, and the dependency of display time on radius and distance between circles is confirmed.
2.The curve of perceptual rates for display time is convex.
3.Fuzzy rules are acquired from aperture's data using TAM Network, and the usefulness of feedback signals and inhibitory synapses of TAM Network is shown.
By these researches, we show the possibility of the decreasing of perceptual rate in the late display time more than 550ms. The usefulness of the feedback signals and the inhibitory synapses of TAM Network is also shown.

Report

(4 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • 2002 Annual Research Report
  • Research Products

    (59 results)

All 2005 2004 2003 2002 Other

All Journal Article (45 results) Publications (14 results)

  • [Journal Article] TAMネットワークの方位選択性に対する基礎検討2005

    • Author(s)
      林 勲, 鹿野 徳幸
    • Journal Title

      第24回ファジィワークショップ (印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] TAMネットワークの方位選択性に対する基礎検討2005

    • Author(s)
      林 勲, 鹿野 徳幸
    • Journal Title

      第24回ファジィワークショップ

      Pages: 77-80

    • Related Report
      2004 Annual Research Report
  • [Journal Article] TAM Networkのプルーニング手法の提案2004

    • Author(s)
      林 勲, J.R.Williamson
    • Journal Title

      システム制御情報学会論文誌 17・2

      Pages: 81-88

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 脳内初期視覚処理の計算論的モデル:知覚グルーピング2004

    • Author(s)
      林 勲
    • Journal Title

      第16回自律分散システム・シンポジウム講演論文集

      Pages: 131-136

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Structuralization of Early Vision for Perceptual Grouping in Apertures2004

    • Author(s)
      I.Hayashi, G.Shinpaku
    • Journal Title

      Proc.of the International Workshop on Fuzzy Systems and Innovational Computing 2004 (FIC2004)

      Pages: 254-258

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] ガボール関数を用いたTAMネットワークの受容野入力構造2004

    • Author(s)
      林 勲, 前田 裕正
    • Journal Title

      第20回ファジィシステムシンポジウム講演論文集

      Pages: 410-413

    • NAID

      40019588576

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] A Formulation of Receptive Field Type Input Layer for TAM Network Using Gabor Function2004

    • Author(s)
      I.Hayashi, H.Maeda, J.R.Williamson
    • Journal Title

      Proc.of 2004 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Model of Early Vision for Perceptual Grouping : TAM Network2004

    • Author(s)
      I.Hayashi, S.G.Hwang
    • Journal Title

      Proc.of 2004 Workshop on Korea Fuzzy Logic and Intelligent Systems Society (KFIS2004), Special Talk

      Pages: 131-215

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] TAMネットワークにおける受容野入力構造と知識再構築2004

    • Author(s)
      林 勲, 馬野 元秀
    • Journal Title

      第16回ファジィ・コンピューティング研究会ワークショップ,第1回脳と知覚研究会ワークショップ

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] Orientation Selectivity by TAM Network Using Gabor Function Type Receptive Field2004

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc.of the 5th International Conference on Recent Advances in Soft Computing (RASC2004)

      Pages: 122-127

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Annual Research Report 2004 Final Research Report Summary
  • [Journal Article] A Proposal of Pruning Method for TAM Network2004

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Journal of Transactions of the Institute of Systems, Control and Information Engineers 17/2

      Pages: 81-88

    • NAID

      10012269548

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Computational Model in Early Vision of Brain : Perceptual Grouping2004

    • Author(s)
      I.Hayashi
    • Journal Title

      Proc. of the 16th SI CE Symposium on Decentralized Autonomous Systems

      Pages: 131-136

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Structuralization of Early Vision for Perceptual Grouping in Apertures2004

    • Author(s)
      I.Hayashi, G.Shinpaku
    • Journal Title

      Proc. of the International Workshop on Fuzzy Systems and Innovational Computing 2004 (FIC2004)

      Pages: 254-258

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Receptive Field Type Input Layer of TAM Network Using Gabor Function2004

    • Author(s)
      I.Hayashi, H.Maeda
    • Journal Title

      Proc. of the 20th Fuzzy System Symposium

      Pages: 410-413

    • NAID

      40019588576

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Formulation of Receptive Field Type Input Layer for TAM Network Using Gabor Function2004

    • Author(s)
      I.Hayashi, H.Maeda, J.R.Williamson
    • Journal Title

      Proc. of 2004 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE2004) No.1335

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Model of Early Vision for Perceptual Grouping: TAM Network2004

    • Author(s)
      I.Hayashi, S.G.Hwang
    • Journal Title

      Proc. of 2004 Workshop on Korea Fuzzy Logic and Intelligent Systems Society (KFIS2004) (Special Talk)

      Pages: 131-215

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Receptive Field Type Input Layer and Knowledge Restructuring in TAM Network2004

    • Author(s)
      I.Hayashi, M.Umano
    • Journal Title

      Proc. of the 16th Workshop of Technical Group on Fuzzy Computing, and the First Workshop of Technical Group on Brain and Perception No.fcomp04-2-8

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Orientation Selectivity by TAM Network Using Gabor Function Type Receptive Field2004

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc. of the 5th International Conference on Recent Advances in Soft Computing (RASC2004)

      Pages: 122-127

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Study of Orientation Selectivity of TAM Network2004

    • Author(s)
      I.Hayashi, N.Shikano
    • Journal Title

      Proc. of the 24th Fuzzy Workshop (in printing)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Perceptual Grouping to Motion Direction and Speed in Apertures2003

    • Author(s)
      I.Hayashi
    • Journal Title

      Proc.of the 7th International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES2003) 2

      Pages: 115-122

    • NAID

      10015751905

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Aperture問題における輪郭運動知覚と注意との関連について2003

    • Author(s)
      林 勲, 親泊 元太郎
    • Journal Title

      第19回ファジィシステムシンポジウム講演論文集

      Pages: 739-710

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Formulation of Fuzzy TAM Network with Gabor Type Receptive Fields2003

    • Author(s)
      I.Hayashi, H.Maeda
    • Journal Title

      Proc.of the 4th International Symposium on Advanced Intelligent Systems (ISIS2003)

      Pages: 620-623

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Formulation of Knowledge Restructuring Type TAM Network2003

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc.of 2003 IEEE International Conference on Systems, Man and Cybernetics (SMC2003)

      Pages: 2839-2844

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Aperture問題における輪郭運動知覚2003

    • Author(s)
      林 勲, 親泊 元太郎
    • Journal Title

      第15回ファジィ・コンピューティング研究会ワークショップ

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] ガボール関数を用いたTAM Networkの受容野入力構造の提案2003

    • Author(s)
      林 勲, 前田 裕正
    • Journal Title

      第15回ファジィ・コンピューティング研究会ワークショップ

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Perceptual Grouping to Motion Direction and Speed in Apertures2003

    • Author(s)
      I.Hayashi
    • Journal Title

      Proc. of the Seventh International Conference on Knowledge-Based Intelligent Information and Engineering Systems (KE52003) 2

      Pages: 115-122

    • NAID

      10015751905

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] On the Relationship between Perceptual Grouping to Motion and Attention in Apertures2003

    • Author(s)
      I.Hayashi, G.Shinpaku
    • Journal Title

      Proc. of the 19th Fuzzy System Symposium

      Pages: 739-740

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Formulation of Fuzzy TAM Network with Gabor Type Receptive Fields2003

    • Author(s)
      I.Hayashi, H.Maeda
    • Journal Title

      Proc. of the 4th International Symposium on Advanced Intelligent Systems (ISIS2003)

      Pages: 620-623

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Formulation of Knowledge Restructuring Type TAM Network2003

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc. of 2003 IEEE International Conference on Systems, Man and Cybernetics (SMC2003)

      Pages: 2839-2844

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Perceptual Grouping to Motion in Apertures2003

    • Author(s)
      I.Hayashi, G.Shinpaku
    • Journal Title

      Proc. of the 15th Workshop of Technical Group on Fuzzy Computing No.fcomp03-03

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Proposal of TAM Network Input Layer Incorporated Gabor Type Receptive Fields2003

    • Author(s)
      I.Hayashi, H.Maeda
    • Journal Title

      Proc. of the 15th Workshop of Technical Group on Fuzzy Computing No.fcomp03-09

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] An Analysis of Aperture Problem Using Fuzzy Rules Acquired from TAM Network2002

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc.of 2002 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE2002)

      Pages: 914-919

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] ファジィTAM Networkにおける獲得知識の再構築法2002

    • Author(s)
      林 勲, ジェームズ R.ウィリアムソン
    • Journal Title

      第18回ファジィシステムシンポジウム講演論文集

      Pages: 63-64

    • NAID

      10015750973

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Aperture問題における輪郭運動方位と速度に対する知覚について2002

    • Author(s)
      林 勲, 親泊 元太郎
    • Journal Title

      第18回ファジィシステムシンポジウム講演論文集

      Pages: 513-514

    • NAID

      10015751905

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] TAM Networkにおけるプルーニング機能の有用性について2002

    • Author(s)
      林 勲, ジェームズ R.ウィリアムソン
    • Journal Title

      第1回情報科学技術フォーラム講演論文集 2

      Pages: 317-318

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Knowledge Restructuring in Fuzzy TAM Network2002

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc.of the 9th International Conference on Neural Information Processing (ICONIP'02)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Aperture問題における輪郭運動速度に対する知覚認識2002

    • Author(s)
      林 勲
    • Journal Title

      第14回ファジィ・コンピューティング研究会ワークショップ

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] ファジィTAM Networkにおける知識再構築法2002

    • Author(s)
      林 勲
    • Journal Title

      第14回ファジィ・コンピューティング研究会ワークショップ

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] An Analysis of Aperture Problem Using Fuzzy Rules Acquired from TAM Network2002

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc. of 2002 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE2002)

      Pages: 914-919

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Restructuring Method of Fuzzy Knowledge in Fuzzy TAM Network2002

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc. of the 18th Fuzzy System Symposium

      Pages: 63-64

    • NAID

      10015750973

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] On the Perceptual Grouping to Motion Direction and Speed in Apertures2002

    • Author(s)
      I.Hayashi, G.Shinpaku
    • Journal Title

      Proc. of the 18th Fuzzy System Symposium

      Pages: 513-514

    • NAID

      10015751905

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] On the Usefulness of Pruning Mechanism in TAM Network2002

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc. of the First Forum on Information Technology (FIT2002) 2

      Pages: 317-318

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Knowledge Restructuring in Fuzzy TAM Network2002

    • Author(s)
      I.Hayashi, J.R.Williamson
    • Journal Title

      Proc. of the 9th International Conference on Neural Information Processing (ICONIP'02) No.1918

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Perceptual Recognition to Motion Direction and Speed in Apertures2002

    • Author(s)
      I.Hayashi
    • Journal Title

      Proc. of the 14th Workshop of Technical Group on Fuzzy Computing No.fcomp02-05

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] A Structuring Method of Knowledge in Fuzzy TAM Network2002

    • Author(s)
      I.Hayashi
    • Journal Title

      Proc. of the 14th Workshop of Technical Group on Fuzzy Computing No.fcomp02-06

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Publications] 林 勲, J.R.Williamson: "TAM Networkのプルーニング手法の提案"システム制御情報学会論文誌. 17・2. 81-88 (2004)

    • Related Report
      2003 Annual Research Report
  • [Publications] I.Hayashi: "Perceptual Grouping to Motion Direction and Speed in Apertures"Proc.of the 7th Internatioanl Conference on Knowledge-Based Intelligent Information and Engineering Systems (KES2003). 2. 115-122 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 林 勲, 親泊 元太郎: "Aperture問題における輪郭運動知覚と注意との関連について"第19回ファジィシステムシンポジウム講演論文集. 739-740 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] I.Hayashi, H.Maeda: "A Formulation of Fuzzy TAM Network with Gabor Type Receptive Fields"Proc.of the 4^<th> International Symposium on Advanced Intelligent Systems (ISIS2003). 620-623 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] I.Hayashi, J.R.Williamson: "A Formulation of Knowledge Restructuring Type TAM Network"Proc.of 2003 IEEE International Conference on Systems, Man and Cybernetics (SMC2003). 2839-2844 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 林 勲: "Aperture問題における輪郭運動知覚"ファジィ・コンピューティング研究会第15回ワークショップ. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 林 勲: "ガボール関数を用いたTAM Networkの受容野入力構造の提案"ファジィ・コンピューティング研究会第15回ワークショップ. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 林 勲: "脳内初期視覚処理の計算論的モデル:知覚グルーピング"第16回自律分散システム・シンポジウム講演論文集. (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] I.Hayashi, J.R.Williamson: "An Analysis of Aperture Problem Using Fuzzy Rules Acquired from TAM Network"Proc. of 2002 World Congress on Computational Intelligence (WCCI2002). 914-919 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 林勲, ジェームズRウィリアムソン: "ファジィTAM Networkにおける獲得知識の再構築法"第18回ファジィシステムシンポジウム講演論文集. 63-64 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 林勲, 親泊元太郎: "Aperture問題における輪郭運動方位と速度に対する知覚について"第18回ファジィシステムシンポジウム講演論文集. 513-514 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 林勲, ジェームズRウィリアムソン: "TAM Networkにおけるプルーニング機能の活用について"第1回情報科学技術フォーラム講演論文集. 317-318 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] I.Hayashi, J.R.Williamson: "Knowledge Restructuring in Fuzzy TAM Network"Proc. of the 9th International Conference on Neutral Information Processing (ICONIP'02). (CD-ROM). 1918 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 林勲: "知覚システムとファジィモデル"第11回日本ファジィ学会北信越支部シンポジウム特別講演. (2002)

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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