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Gait identification from invisible shadows

Research Project

Project/Area Number 23500216
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perception information processing/Intelligent robotics
Research InstitutionKyushu University

Principal Investigator

IWASHITA Yumi  九州大学, システム情報科学研究科(研究院, 助教 (70467877)

Co-Investigator(Kenkyū-buntansha) KURAZUME Ryo  九州大学, 大学院・システム情報科学研究院, 教授 (70272672)
MOROOKA Ken'ichi  九州大学, 大学院・システム情報科学研究院, 准教授 (80323806)
Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2011: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Keywords個人認証 / 歩容 / 影生体情報 / 赤外線 / 人物識別 / 歩容認証
Research Abstract

Gait is a powerful remote biometric, offering the advantages of identification from a distance, and of being unobtrusive. We proposed a person identification technique that uses information from person's shadow. In the proposed system, we obtain the advantages of multiple viewpoints with a single camera and additional light sources. More specific, we install multiple infrared lights, which have advantages as undetected sensing, to project shadows of a subject on the ground and a camera in the ceiling inside of a building. Shadow areas, which are projections of one's body on the ground by multiple lights, can be considered as body areas captured from different viewpoints; thus, the proposed system is able to capture multiple projections of the body from a single camera. In addition, we extended the proposed system to improve its performance, by introducing a voting-based method. We showed that the proposed system outperformed an existing method with a database consisting of 54 people.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (32 results)

All 2014 2013 2012 2011 Other

All Journal Article (13 results) (of which Peer Reviewed: 3 results) Presentation (17 results) (of which Invited: 1 results) Remarks (2 results)

  • [Journal Article] Identification of people walking along curved trajectories2014

    • Author(s)
      Yumi Iwashita, Koichi Ogawara, Ryo Kurazume
    • Journal Title

      Pattern Recognition Letters

      Volume: (In Press) Pages: 60-69

    • DOI

      10.1016/j.patrec.2014.04.004

    • ISSN
      0167-8655
    • Related Report
      2013 Final Research Report
  • [Journal Article] Identification of people walking along curved trajectories2014

    • Author(s)
      Yumi Iwashita, Koichi Ogawara, Ryo Kurazume
    • Journal Title

      Pattern Recognition Letters

      Volume: N/A

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Gait-based person identification robust to changes in appearance2013

    • Author(s)
      Yumi Iwashita, Koji Uchino, Ryo Kurazume
    • Journal Title

      Sensors

      Volume: Vol.13,No.6 Issue: 6 Pages: 7884-7901

    • DOI

      10.3390/s130607884

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Journal Article] 複数の不可視光源による歩行者の影を用いた個人識別2013

    • Author(s)
      岩下友美, 内野康司, 倉爪亮
    • Journal Title

      画像ラボ,日刊工業出版

      Pages: 69-74

    • Related Report
      2013 Final Research Report
  • [Journal Article] Abnormal behavior detection using privacy protected videos2013

    • Author(s)
      Yumi Iwashita, Shuhei Takaki, Ken'ichi Morooka, Tokuo Tsuji, Ryo Kurazume
    • Journal Title

      2013 4th Int. Conf. on Emerging Security Technologies

      Pages: 55-57

    • Related Report
      2013 Final Research Report
  • [Journal Article] Expanding gait identification methods from straight to curved trajectories2013

    • Author(s)
      Yumi Iwashita, Koichi Ogawara, Ryo Kurazume
    • Journal Title

      IEEE Workshop on the Applications of Computer Vision 2013

      Pages: 193-199

    • Related Report
      2013 Final Research Report
  • [Journal Article] 複数の不可視光源による歩行者の影を用いた個人識別2013

    • Author(s)
      岩下友美,内野康司, 倉爪亮
    • Journal Title

      画像ラボ

      Volume: 12 Pages: 69-74

    • Related Report
      2013 Annual Research Report
  • [Journal Article] Abnormal behavior detection using privacy protected videos2013

    • Author(s)
      Yumi Iwashita, Shuhei Takaki, Ken'ichi Morooka, Tokuo Tsuji, Ryo Kurazume
    • Journal Title

      4th Int. Conf. on Emerging Security Technologies

      Volume: N/A Pages: 55-57

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Gait identification using shadow biometrics2012

    • Author(s)
      Yumi Iwashita, Adrian Stoica, Ryo Kurazume
    • Journal Title

      Pattern Recognition Letters

      Volume: Vol.33 Pages: 2148-2155

    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Journal Article] Aerial Surveillance using Body Biometrics Extracted from Ground Video2012

    • Author(s)
      Yumi Iwashita, Adrian Stoica, Ryo Kurazume, Finding People by their Shadows
    • Journal Title

      International Conference on Emerging Security Technologies

      Pages: 43-48

    • Related Report
      2013 Final Research Report
  • [Journal Article] Gait identification from invisible shadows2012

    • Author(s)
      Yumi Iwashita, Koji Uchino, Ryo Kurazume, Adrian Stoica
    • Journal Title

      SPIE Biometric Technology for Human Identification IX

    • Related Report
      2013 Final Research Report 2012 Research-status Report 2011 Research-status Report
  • [Journal Article] Finding People by their Shadows: Aerial Surveillance using Body Biometrics Extracted from Ground Video2012

    • Author(s)
      Yumi Iwashita, Adrian Stoica, Ryo Kurazume
    • Journal Title

      International Conference on Emerging Security Technologies

      Volume: N/A Pages: 43-48

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Method for gait-based biometric identification robust to changes in observation angle2011

    • Author(s)
      Yumi Iwashita, Ryosuke Baba, Koichi Ogawara, Ryo Kurazume
    • Journal Title

      26th International Conference Image and Vision Computing New Zealand

    • Related Report
      2013 Final Research Report
  • [Presentation] 見えの変化に頑強な歩容認証のための統計的歩行動作モデルの構築2013

    • Author(s)
      新崎 誠, 岩下 友美, 倉爪 亮
    • Organizer
      画像の認識・理解シンポジウム2013
    • Related Report
      2013 Final Research Report
  • [Presentation] 複数の不可視光源による歩行者の影を用いた個人識別 -見えの変化に対する頑強性の向上-2013

    • Author(s)
      内野康司, 岩下友美, 倉爪 亮, Adrian Stoica
    • Organizer
      信学技報
    • Related Report
      2013 Final Research Report
  • [Presentation] Abnormal Behavior Detection in Privacy Protected Videos Using Affine Moment Invariants2013

    • Author(s)
      Shuhei Takaki, Yumi Iwashita, Ken'ichi Morooka, Tokuo Tsuji, Ryo Kurazume
    • Organizer
      The Ninth Joint Workshop on Machine Perception and Robotics (MPR13)
    • Place of Presentation
      京都
    • Related Report
      2013 Annual Research Report
  • [Presentation] プライバシー保護画像からの異常行動検出2013

    • Author(s)
      高木 修平, 岩下 友美, 諸岡 健一, 辻 徳生, 倉爪 亮
    • Organizer
      電子情報通信学会ソサイエティ大会
    • Place of Presentation
      福岡
    • Related Report
      2013 Annual Research Report
  • [Presentation] 複数の不可視光源による歩行者の影を用いた個人識別 -見えの変化に対する頑強性の向上-2013

    • Author(s)
      内野康司, 岩下友美, 倉爪 亮, Adrian Stoica
    • Organizer
      信学技報
    • Place of Presentation
      大阪
    • Related Report
      2012 Research-status Report
  • [Presentation] 不可視光源による影を用いた歩容による個人識別2012

    • Author(s)
      内野 康司, 岩下 友美, 大石 修士, 倉爪 亮, Adrian Stoica
    • Organizer
      第30回日本ロボット学会学術講演会
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] 複数の不可視光源による歩行者の影を用いた個人識別2012

    • Author(s)
      内野康司, 岩下友美, 倉爪亮, Adrian Stoica
    • Organizer
      画像の認識理解シンポジウム(MIRU2012)
    • Related Report
      2013 Final Research Report
  • [Presentation] 複数の赤外線ライトによる影を用いた歩容による個人識別2012

    • Author(s)
      岩下友美, 内野康司, 倉爪 亮, Adrian Stoica
    • Organizer
      信学技報
    • Related Report
      2013 Final Research Report
  • [Presentation] 見えの変化に頑強な歩容による個人識別 - 曲線軌道への拡張2012

    • Author(s)
      岩下 友美, 馬場 亮輔, 小川原 光一, 倉爪 亮
    • Organizer
      信学技報
    • Related Report
      2013 Final Research Report
  • [Presentation] 4次元歩容データによる歩行の向きの変化に頑強な個人識別2012

    • Author(s)
      馬場 亮輔, 岩下 友美, 小川原 光一, 倉爪 亮
    • Organizer
      信学技報
    • Related Report
      2013 Final Research Report
  • [Presentation] People identification from aerical image2012

    • Author(s)
      Yumi Iwashita
    • Organizer
      Japan-America Frontiers of Engineering Symposium
    • Place of Presentation
      Irvine, CA, USA
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Gait Identification from Shadows by Multiple Infrared Lights2012

    • Author(s)
      Koji Uchino, Yumi Iwashita, Ryo Kurazume, Adrian Stoica
    • Organizer
      The Eighth Joint Workshop on Machine Perception and Robotics (MPR12)
    • Place of Presentation
      京都
    • Related Report
      2012 Research-status Report
  • [Presentation] 複数の不可視光源による歩行者の影を用いた個人識別2012

    • Author(s)
      内野 康司, 岩下 友美, 倉爪 亮, Adrian Stoica
    • Organizer
      画像の認識理解シンポジウム (MIRU2012)
    • Place of Presentation
      福岡
    • Related Report
      2012 Research-status Report
  • [Presentation] 複数の赤外線ライトによる影を用いた歩容による個人識別2012

    • Author(s)
      岩下 友美, 内野 康司, 倉爪 亮, Adrian Stoica
    • Organizer
      信学技報, vol. 111, no. 430, PRMU2011-198
    • Place of Presentation
      東北大学
    • Related Report
      2011 Research-status Report
  • [Presentation] 領域分割に基づく見えの変化に頑強な歩容による個人識別2011

    • Author(s)
      内野 康司, 岩下 友美, 倉爪 亮
    • Organizer
      画像の認識理解シンポジウム (MIRU2011)
    • Related Report
      2013 Final Research Report
  • [Presentation] 歩行者の見えの変化に頑強な個人識別2011

    • Author(s)
      内野 康司, 岩下 友美, 倉爪 亮
    • Organizer
      日本機械学会ロボティクスメカトロニクス講演会
    • Related Report
      2013 Final Research Report
  • [Presentation] 領域分割に基づく見えの変化に頑強な歩容による個人識別2011

    • Author(s)
      内野 康司, 岩下 友美, 倉爪 亮
    • Organizer
      画像の認識理解シンポジウム (MIRU2011), IS2-44
    • Place of Presentation
      金沢文化センター
    • Related Report
      2011 Research-status Report
  • [Remarks]

    • URL

      http://robotics.ait.kyushu-u.ac.jp/~yumi/index-j.html

    • Related Report
      2013 Final Research Report
  • [Remarks] 研究紹介 「不可視光源による歩行者の影を用いた個人識別」

    • URL

      http://robotics.ait.kyushu-u.ac.jp/~yumi/research-j.html

    • Related Report
      2013 Annual Research Report

URL: 

Published: 2011-08-05   Modified: 2019-07-29  

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