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A study of high-level recognition integrated system realizing scene understanding by using combination of coarsely- segmented image regions

Research Project

Project/Area Number 15300063
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionKyusyu Institute of Technology

Principal Investigator

MORIE Takashi  Kyusyu Institute of Technology, Graduate School of Life Science and Systems Engineering, professor, 大学院生命体工学研究科, 教授 (20294530)

Co-Investigator(Kenkyū-buntansha) IWATA Atsushi  Hiroshima University, Graduate School of Advanced Sciences of Matter, professor, 大学院・先端物質科学研究科, 教授 (30263734)
Project Period (FY) 2003 – 2005
Project Status Completed (Fiscal Year 2005)
Budget Amount *help
¥16,500,000 (Direct Cost: ¥16,500,000)
Fiscal Year 2005: ¥4,600,000 (Direct Cost: ¥4,600,000)
Fiscal Year 2004: ¥6,100,000 (Direct Cost: ¥6,100,000)
Fiscal Year 2003: ¥5,800,000 (Direct Cost: ¥5,800,000)
Keywordscoarse region segmentation / extraction / subjective contour / cellular automaton circuit / resistive-fuse network / pulse-driven circuit / 非線形振動子ネットワーク / ガボールフィルタ
Research Abstract

We have developed an image processing model and algorithms, where coarse regions are segmented and extracted irrespective of fine structures, and a scene image including plural objects is recognized and understood based on the relationship between segmented regions. We have developed VLSIs implementing these algorithms and an integrated system for real-time higher-order image recognition. In the developed system, coarse region segmentation by a resistive-fuse network and elastic graph matching (EGM) are performed in FPGAs connected with a PC via USB. Related fundamental technologies have also been developed.
In coarsely segmented regions, when an object is partly hidden by another object and separated into two regions, we have succeeded to extract two separated regions simultaneously by considering the brightness of the regions when synchronous firing in Terman-Wang nonlinear oscillator networks is used. Furthermore, we have proposed a cellular-automaton-type region extraction algorithm based on a simplified oscillator network model, and a pixel-parallel digital circuit performing this algorithm, which has been implemented in an FPGA.
In order to compensate for lacking of edge information in coarse region segmentation, we have proposed two digital and analog-type pixel-parallel anisotropic diffusion algorithms and circuits for generating subjective contours.
These proposed algorithms have been implemented in a CMOS digital circuit and merged A/D circuit, respectively. Using these diffusion algorithms, we have successfully generated subjective contours for typical figures such as a Kanizsa's triangle.

Report

(4 results)
  • 2005 Annual Research Report   Final Research Report Summary
  • 2004 Annual Research Report
  • 2003 Annual Research Report
  • Research Products

    (27 results)

All 2006 2005 2004 Other

All Journal Article (23 results) Book (3 results) Publications (1 results)

  • [Journal Article] FPGA Implementation of Resistive-Fuse Networks for Coarse Image-Region Segmentation2006

    • Author(s)
      T.Nakano, T.Morie, H.Ishizu, H.Ando, A.Iwata
    • Journal Title

      Intelligent Automation and Soft Computing 12・3

      Pages: 307-316

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Annual Research Report 2005 Final Research Report Summary
  • [Journal Article] A Pixel Circuit Implementing an Anisotropic Diffusion Algorithm for Subjective Contour Generation Using Merged Analog-Digital circuit Approach2006

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      2006 RISP International Workshop on Nonlinear Circuits and Signal Processing (NCSP'06)

      Pages: 98-101

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Pixel Circuit Implementing an Anisotropic Diffusion Algorithm for Subjective Contour Generation Using Merged Analog-Digital circuit Approach2006

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      Journal of Signal Processing (印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] FPGA Implementation of Resistive-Fuse Networks for Coarse Image-Region Segmentation2006

    • Author(s)
      T.Nakano, T.Morie, H.Ishizu, H.Ando, A.Iwata
    • Journal Title

      Intelligent Automation and Soft Computing Vol.12,No.3

      Pages: 307-316

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Pixel Circuit Implementing an Anisotropic Diffusion Algorithm for Subjective Contour Generation Using Merged Analog-Digital circuit Approach2006

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      2006 RISP International Workshop on Nonlinear Circuits and Signal Processing NCSP'06

      Pages: 98-101

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Pixel Circuit Implementing an Anisotropic Diffusion Algorithm for Subjective Contour Generation Using Merged Analog-Digital circuit Approach2006

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      Journal of Signal Processing (in press)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] An image recognition algorithm using relationships between segmented coarse regions2006

    • Author(s)
      T.Nakano, T.Morie
    • Journal Title

      Brain-Inspired IT II, International Congress Series, Elsevier (in press)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Pixel Circuit Implementing an Anisotropic Diffusion Algorithm for Subjective Contour Generation Using Merged Analog-Digital circuit Approach2006

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      Journal of Signal Processing (掲載決定)

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A cellular-Automaton-Type Region Extraction Algorithm and its FPGA Implementation2005

    • Author(s)
      T.Nakano, T.Morie, M.Nagata, A.Iwata
    • Journal Title

      J.Robotics and Mechatronics 17・4

      Pages: 378-386

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Digital LSI Architecture of Elastic Graph Matching and Its FPGA Implementation2005

    • Author(s)
      T.Nakano, T.Morie
    • Journal Title

      Proc. Int. Joint Conference on Neural Networks(IJCNN05)

      Pages: 689-694

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Pixel-parallel Anisotropic Diffusion Algorithm for Subjective Contour Generation2005

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      IEEE Int. Symp. on Circuits and Systems(ISCAS2005)

      Pages: 4237-4240

    • NAID

      10014210709

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Digital LSI Architecture of Elastic Graph Matching and Its FPGA Implementation2005

    • Author(s)
      T.Nakano, T.Morie
    • Journal Title

      Proc.Int.Joint Conference on Neural Networks IJCNN05

      Pages: 689-694

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Cellular-Automaton-Type Region Extraction Algorithm and its FPGA Implementation2005

    • Author(s)
      T.Nakano, T.Morie, M.Nagata, A.Iwata
    • Journal Title

      J.Robotics and Mechatronics Vol.17,No.4

      Pages: 378-386

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Pixel-parallel Anisotropic Diffusion Algorithm for Subjective Contour Generation2005

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      IEEE Int.Symp.on Circuits and Systems ISCAS2005

      Pages: 4237-4240

    • NAID

      10014210709

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] A Cellular-Automaton-Type Region Extraction Algorithm and its FPGA Implementation2005

    • Author(s)
      T.Nakano, T.Morie, M.Nagata, A.Iwata
    • Journal Title

      J.Robotics and Mechatronics 17・4

      Pages: 378-386

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A Pixel-parallel Anisotropic Diffusion Algorithm for Subjective Contour Generation2005

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      IEEE Int.Symp.on Circuits and Systems(ISCAS2005)

      Pages: 4237-4240

    • NAID

      10014210709

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A Digital LSI Architecture of Elastic Graph Matching and Its FPGA Implementation2005

    • Author(s)
      T.Nakano, T.Morie
    • Journal Title

      Proc.Int.Joint Conference on Neural Networks(IJCNN05)

      Pages: 689-694

    • Related Report
      2005 Annual Research Report
  • [Journal Article] 顔/物体認識のためのElastic Graph MatchingのFPGA実装とその性能評価2005

    • Author(s)
      中野鉄平, 森江隆
    • Journal Title

      電子情報通信学会技術研究報告(ニューロコンピューティング) NC2005-67

      Pages: 25-30

    • Related Report
      2005 Annual Research Report
  • [Journal Article] A Cellular-Automaton-Type Region Extraction Algorithm and its FPGA Implementation2005

    • Author(s)
      T.Nakano, T.Morie, M.Nagata, A.Iwata
    • Journal Title

      J.Robotics and Mechatronics 17・4(印刷中)

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A Pixel-parallel Anisotropic Diffusion Algorithm for Subjective Contour Generation2005

    • Author(s)
      Y.Kim, T.Morie
    • Journal Title

      IEEE Int.Symp.on Circuits and Systems (ISCAS2005) (発表予定)

    • NAID

      10014210709

    • Related Report
      2004 Annual Research Report
  • [Journal Article] A Face/Object Recognition System Using Coarse Region Segmentation and Dynamic-Link Matching2004

    • Author(s)
      T.Morie, T.Nakano
    • Journal Title

      Brain-Inspired IT I, International Congress Series 1269, Elsevier

      Pages: 177-180

    • NAID

      120006664816

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Journal Article] 主観的輪郭生成のためのセルオートマトン型拡散アルゴリズム2004

    • Author(s)
      山本隆博, 森江隆
    • Journal Title

      電気関係学会九州支部連合大会講演論文集

      Pages: 712-712

    • NAID

      130004607821

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 主観的輪郭生成のための画素並列型異方性拡散アルゴリズム2004

    • Author(s)
      金永宰, 森江隆
    • Journal Title

      映像情報メディア学会技術報告

      Pages: 41-44

    • NAID

      10014210709

    • Related Report
      2004 Annual Research Report
  • [Book] "An image recognition algorithm using relationships between segmented coarse regions" in Brain-Inspired IT II2006

    • Author(s)
      T.Nakano, T.Morie
    • Total Pages
      4
    • Publisher
      Elsevier(International Congress Series 6486)
    • Related Report
      2005 Annual Research Report
  • [Book] Brain-Inspired IT I, International Congress Series 12692004

    • Author(s)
      T.Morie, T.Nakano
    • Total Pages
      4
    • Publisher
      Elsevier
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2005 Final Research Report Summary
  • [Book] Brain-Inspired IT I "A face/object recognition system using coarse region segmentation and dynamic-link matching"2004

    • Author(s)
      T.Morie, T.Nakano
    • Total Pages
      4
    • Publisher
      Elsevier (International Congress Series 1269)
    • Related Report
      2004 Annual Research Report
  • [Publications] 金永宰, 森江隆: "物体同士の重なりにより分断された画像領域を同時抽出する非線形振動子ネットワーク"第5回日本知能情報ファジイ学会九州支部学術講演会予稿集. 67-68 (2003)

    • Related Report
      2003 Annual Research Report

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Published: 2003-04-01   Modified: 2016-04-21  

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