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2013 Fiscal Year Final Research Report

A study on real-time image recognition SOC with affine motion segmentation

Research Project

  • PDF
Project/Area Number 22560325
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Electron device/Electronic equipment
Research InstitutionKanazawa University

Principal Investigator

MIYAMA Masayuki  金沢大学, 電子情報学系, 講師 (30324106)

Project Period (FY) 2010-04-01 – 2013-03-31
Keywords画像分割 / パターン認識 / 画像認識 / SOC
Research Abstract

This study proposes a novel image recognition algorithm for general purpose with high accuracy. We also develop an SOC based on this algorithm with real-time performance. The SOC consists of a general purpose CPU and a processor dedicated to affine motion segmentation. The processor divides an image into regions corresponding to objects captured in stereo images. The processor calculates gradient image moment to estimate a parallax between regions of an identical object in the left and right images. The CPU classifies objects with SVM (Support Vector Machine). The SVM uses the image gradient moment again as an image feature for recognition. Then the motion segmentation processor tracks objects with affine motion model estimation using an image of the next time. Image recogniton by the SOC is applicable to many applications such as vehicle detection and tracking. The chip area of the SOC is 4.1 mm square. The operating frequency is 94 MHz. The processing throughput is VGA 91 fps.

  • Research Products

    (14 results)

All 2014 2013 2012 2011 Other

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (8 results) Patent(Industrial Property Rights) (3 results) (of which Overseas: 3 results)

  • [Journal Article] 勾配モーメントを画像特徴に用いた車両認識2014

    • Author(s)
      深山正幸,山田圭悟,松田吉雄
    • Journal Title

      電子情報通信学会和文論文誌D

      Volume: Vol.J97D, No.2 Pages: 343-348

    • URL

      http://ci.nii.ac.jp/naid/110009688474

    • Peer Reviewed
  • [Journal Article] VGA 131 fpsアフィン動きモデル推定VLSIプロセッサ2011

    • Author(s)
      深山正幸,松田吉雄
    • Journal Title

      電子情報通信学会和文論文誌D

      Volume: Vol.J94D-2, No.12 Pages: 2082-2092

    • URL

      https://search.ieice.org/bin/summary.php?id=j94-d_12_2082&category=D&year=2011&lang=J&abst=

    • Peer Reviewed
  • [Journal Article] VGA 91 fps画像認識用アフィン動き分割プロセッサ

    • Author(s)
      深山正幸,松田吉雄
    • Journal Title

      電子情報通信学会和文論文誌D

      Volume: (掲載決定)

    • URL

      http://search.ieice.org/bin/summary.php?id=j97-d_6_1122&category=D&year=2014&lang=J&abst=j

    • Peer Reviewed
  • [Presentation] 勾配モーメント特徴とSVMによる車両画像分類2013

    • Author(s)
      大蔵忠丸,深山正幸,松田吉雄
    • Organizer
      平成25年度電気関係学会北陸支部連合大会予稿集
    • Place of Presentation
      石川県金沢市金沢大学
    • Year and Date
      20130900
  • [Presentation] 画像認識プロセッサの研究2013

    • Author(s)
      深山正幸
    • Organizer
      電子情報通信学会技術報告書
    • URL

      http://www.ieice.org/ken/paper/20130918hB54/

    • Place of Presentation
      石川県能美市北陸先端科学技術大学院大学
    • Year and Date
      20130900
  • [Presentation] アフィン動きモデル推定プロセッサの顔器官追跡への応用2013

    • Author(s)
      森田峻介,深山正幸,松田吉雄
    • Organizer
      電子情報通信学会技術報告書
    • URL

      http://ci.nii.ac.jp/naid/40019781307

    • Place of Presentation
      石川県金沢市金沢大学
    • Year and Date
      20130800
  • [Presentation] Integrated Face Detection, Tracking, and Pose Estimation2012

    • Author(s)
      MIYAMA,Masayuki, MATSUDA, Yoshio
    • Organizer
      International Conference on Signal Processing
    • Place of Presentation
      Beijing China(10.1109/ICoSP.2012. 6491760)
    • Year and Date
      20121000
  • [Presentation] ヘルマート動きモデル推定と二次元多関節モデルを用いた人体部位追跡2012

    • Author(s)
      折戸昭良,深山正幸,松田吉雄
    • Organizer
      平成24年度電気関係学会北陸支部連合大会予稿集
    • Place of Presentation
      富山県小矢部市富山県立大学
    • Year and Date
      20120900
  • [Presentation] Vehicle Detection and Tracking with Affine Motion Segmentation in Stereo Video2011

    • Author(s)
      Masayuki Miyama, Yoshio Matsuda
    • Organizer
      IEEE International Conference on Signal and Image Processing Applications 2011
    • Place of Presentation
      Kuala Lumpur Malaysia(10.1109/ICSIPA.2011.6144099)
    • Year and Date
      20111100
  • [Presentation] 複数領域対応アフィン動きモデル推定回路の設計2011

    • Author(s)
      谷元俊司,深山正幸,松田吉雄
    • Organizer
      平成23年度電気関係学会北陸支部連合大会予稿集
    • Place of Presentation
      福井県福井市福井大学
    • Year and Date
      20110900
  • [Presentation] Haar-like特徴とアフィン動きモデル推定を用いた顔の検出・追跡と向き推定2011

    • Author(s)
      野坂陽一,深山正幸,松田吉雄
    • Organizer
      平成23年度電気関係学会北陸支部連合大会予稿集
    • Place of Presentation
      福井県福井市福井大学
    • Year and Date
      20110900
  • [Patent(Industrial Property Rights)] 画像分類装置及びその方法2013

    • Inventor(s)
      深山正幸
    • Industrial Property Rights Holder
      金沢大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      特願2013-136946
    • Filing Date
      2013-06-28
    • Overseas
  • [Patent(Industrial Property Rights)] 運転支援システム,運転支援方法,及 び,プログラム2011

    • Inventor(s)
      深山正幸
    • Industrial Property Rights Holder
      金沢大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      特願2011-249916
    • Filing Date
      2011-11-15
    • Overseas
  • [Patent(Industrial Property Rights)] 情報処理装置,及び,情報処理方法2011

    • Inventor(s)
      深山正幸
    • Industrial Property Rights Holder
      金沢大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      特願特願2011-247600
    • Filing Date
      2011-11-11
    • Overseas

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Published: 2015-07-16  

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