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Image Feature Extraction LSIs and its application to Natural Image Recognition Systems

Research Project

Project/Area Number 12044211
Research Category

Grant-in-Aid for Scientific Research on Priority Areas

Allocation TypeSingle-year Grants
Review Section Science and Engineering
Research InstitutionHiroshima University

Principal Investigator

IWATA Atsushi  Hiroshima University, Advanced Sciences of Mater, Professor, 先端物質科学研究科, 教授 (30263734)

Co-Investigator(Kenkyū-buntansha) MORIE Takashi  Kyusyu Institute of Technology, Dept of Brain Science and Systems Engineering, Professor, 大学院・生命体工学研究科, 教授 (20294530)
永田 真  広島大学, 大学院・先端物質科学研究科, 助手 (40274138)
Project Period (FY) 2000 – 2002
Project Status Completed (Fiscal Year 2003)
Budget Amount *help
¥62,000,000 (Direct Cost: ¥62,000,000)
Fiscal Year 2002: ¥21,100,000 (Direct Cost: ¥21,100,000)
Fiscal Year 2001: ¥20,900,000 (Direct Cost: ¥20,900,000)
Fiscal Year 2000: ¥20,000,000 (Direct Cost: ¥20,000,000)
Keywordspulse modulation / merged AD circuit architecture / resistive-fuse network / cellular automaton / Gabor filter / coarse region segmentation / extraction / face / object recognition / FPGA implementation / 領域分割 / 特徴抽出 / ガボールウェーブレット変換 / 画素並列 / アナログ・デジタル融合LSI / 領域抽出 / 抵抗ヒューズ / アナログ・デジタル融合回路
Research Abstract

The aim of this research is to develop integrated systems for face/object recognition from natural scene images. The systems execute image feature extraction with real time by pixel-parallel operation based on the merged AD circuit architecture using pulse-modulation signals. As algorithms and architectures for recognition processing, we have developed coarse region segmentation by resistive-fuse networks, region extraction by cellular automaton processing and feature extraction by Gabor wavelet transformation.
We have verified the flexible segmentation ability of the method using resistive-fuse networks, and have design, fabricated and verified a VLSI chip of the network. We have also developed efficient FPGA implementation of the resistive-fuse networks, in which the processing time is about 20 ms for 64×64-pixel images. As for region extraction, FPGA implementation of the cellular automaton has achieved processing time of 5 micro seconds for 30×30-pixel images including about 5 regions, which is several tens times faster than the conventional serial labeling processing. We have also proposed a resistive network circuit for Gabor filtering, and designed a 2-D Gabor filtering LSI of 4.9 mm sq. with 12×24 pixels using a 0.35 micron CMOS process. A 2-D impulse response has been obtained by the measurement of the fabricated LSI chip. We have also designed a 2-D Gabor filtering LSI of 9.8 mm sq. with 6l×72 pixels in which operation time of 40 ms and power consumption of 800 mW have been obtained.

Report

(4 results)
  • 2003 Final Research Report Summary
  • 2002 Annual Research Report
  • 2001 Annual Research Report
  • 2000 Annual Research Report
  • Research Products

    (24 results)

All Other

All Publications (24 results)

  • [Publications] A.Iwata, T.Morie, M.Nagata: "Merged Analog-Digital Circuits Using Pulse Modulation for Intelligent SoC Applications"IEICE Trans.Fundamentals. E84-A,2. 486-496 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Ando, T.Morie, M.Miyake, M.Nagata, A.Iwata: "Image Segmentation/Extraction Using Nonlinear Cellular Networks and their VLSI Implementation Using Pulse-Modulation Techniques"IEICE Trans.Fundamentals. E85-A,2. 381-388 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Morie, T.Nakano, J.Umezawa, A.Iwata: "Gabor-Type Filtering Using Transient States of Cellular Neural Networks"Intelligent Automation and Soft Computing. (印刷中). (2004)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Ando, T.Morie, M.Nagata, A.Iwata: "An image Region Extraction LSI Based on a Merged/Mixed-Signal Nonlinear Oscillator Network Circuit"28th European Solid-State Circuits Conference (ESSCIRC 2002). 703-706 (2002)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Nakano, H.Ando, H.Ishizu, T.Morie, A.Iwata: "Coarse Image Region Segmentation Using Resistive-fuse Networks Implemented in FPGA"The 7th World Multiconference on Systemics, Cybernetics and Informatics (SCI 2003) Proceedings. IV. 186-191 (2003)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] A.Iwata, T.Morie, M.Nagata: "Merged Analog-Digital Circuits Using Pulse Modulation for Intelligent Soc Application."IEICE Trans. Fundamentals. Vol.E84-A, No.2. 486-496 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.Ando, T.Morie, M.Miyake, M.Nagata, A.Iwata: "Image Segmentation/Extraction Using Nonlinear Cellular Networks and their VLSI Implementation Using Pulse-Modulation Techniques."IEICE Trans. Fundamentals. Vol.E85-A, No.2. 381-388 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Morie, T.Nakano, J.Umezawa, A.Iwata: "Gabor-Type Filtering Using Transient States of Cellular Neural Netwaorks."Intelligent Automation and Soft Computing, in press. (2004)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] H.And, T.Morie, M.Nagata, A.Iwata: "An Image Region Extraction LSI Based on Merged/Mixed-Signal Nonlinear Oscillator Network Circuit."28th European Solid-State Circuits Coference (ESSCIRC 2002). 703-706 (2002)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Nakano, H.Ando, H.Ishizu, T.Morie, A.Iwata: "Coarse Image Region Segmentation Using Resistive-fuse Networks Implemented in FPGA."The 7th World Multiconference on Systemics Cybernetics and Informatics (SCI 2003), Proceedings. Vol.IV. 186-191 (2003)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2003 Final Research Report Summary
  • [Publications] T.Morie, et al.: "A Biologically-Inspired Object Recognition System Using Pixel-Parallel Feature Extraction VLSIs"International Invitational Workshop on Intelligent Interface Devices. 35-37 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] T.Nakano, et al.: "A Cellular-Automaton-Type Image Extraction Algorithm and Its Implementation Using an FPGA"Proc. IEEE Asia-Pacific Conference on Circuits and Systems (APCCAS 2002). 2. 197-200 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 岩田穆, 森江隆: "アナログ・ディジタル融合回路による視覚情報処理アーキテクチャ"電子情報通信学会 技術研究報告. CAS2002. 94 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 梅澤淳, 森江隆, 永田真, 岩田穆: "セルラーニューラルネットワーク方式ガボール型フィルタ回路の簡略化ダイナミクスの提案"電子情報通信学会総合大会. A-1. 22 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 森江隆, 岩田穆: "脳機能に学ぶ画像認識集積システム"電子情報通信学会 技術研究報告. CAS2002. 37 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 中野鉄平, 森江隆, 安藤博士, 石津任章, 岩田穆: "大局的画像領域分割のためのデジタル方式抵抗ヒューズネットワークの設計とFPGAへの実装"第6回システムLSIワークショップ講演資料集. 223-225 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] A.Iwata, T.Morie, M.Nagata: "Merged Analog-digital Circuits using Pulse Modulation for intelligent SoC Applications(Invited)"IEICE Trans. Fundamentals. Vol.E84-A No.2. 486-496 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] H.Ando et al.: "Image Segmentation/extraction Using Nonlinear Cellular Networks and their VLSI Implementation Using Pulse-Modulation Techniques"IEICE Trans. Fundamentals. Vol.E85-A No.2. 381-388 (2002)

    • Related Report
      2001 Annual Research Report
  • [Publications] A.Iwata et al.: "Bio-Inspired VLSIs Based on Analog/Digital Merged Technologies(Invited)"Extended Abstracts of the 2001 Int. Conf. Solid State Devices and Materials. SSDM2001. 88-89 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] T.Morie et al.: "A 1-D CMOS PWM Cellular Neural Network Circuit and Resistive-Fuse Network Operation"Extended Abstracts of the 2001 Int. Conf. Solid State Devices and Materials. SSDM2001. 90-91 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] T.Morie et al.: "Design of a Pixel-Parallel Feature Extraction VLSI System for Biologically-Inspired Object Recognition Methods"Proc. International Symposium on Nonlinear Theory and its Application. NOLTA2001. 371-374 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] Tsutomu Miki(Ed.), T.Morie, M.Nagata, A.Iwata: "An Analog-digital Merged Circuit Architecture Using PWM Techniques for Bio-inspired Nonlinear Dynamical Systems"World Scientific Publishing. 61-87 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] H.Ando: "Image Object Extraction using Resistive-Fuse and Oscillator Networks and a Pulse-Modulation Circuit for their LSI Implementation"Extended Abstracts of the 2000 Int.Conf.Solid State Devices and Materials (SSDM2000). 368-369 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] T.Morie: "A Multi-Functional Cellular Neural Network Circuit Using Pulse Modulation Signals for Image Recognition"Proceedings of 7th International Conference on Neural Information Processing (ICONIP-2000). 613-617 (2000)

    • Related Report
      2000 Annual Research Report

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Published: 2000-04-01   Modified: 2018-03-28  

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