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Early recognition of gesture pattern based on first person sensing and third person sensing

Research Project

Project/Area Number 23680018
Research Category

Grant-in-Aid for Young Scientists (A)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionKyushu University

Principal Investigator

SHIMADA ATSUSHI  九州大学, 基幹教育院, 准教授 (80452811)

Project Period (FY) 2011-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥17,940,000 (Direct Cost: ¥13,800,000、Indirect Cost: ¥4,140,000)
Fiscal Year 2014: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2013: ¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2012: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2011: ¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Keywords動作認識 / 早期認識 / カメラセンサ / ウェアラブルセンサ / 動作特徴 / モーションセンサ / 追加学習 / 動作解析 / 一人称センシング / 三人称センシング
Outline of Final Research Achievements

We utilized camera sensors, depth sensors arranged in a room in order to capture a user's activity. Besides, we introduced wireless motion sensors to extract the user's behavior as precisely as possible. By using these features, we tackled a problem to determine recognition results at the beginning part of recognition process, called early recognition of gesture pattern.
We also researched about an incremental learning methodology to adapt to a user's own behavior. Furthermore, we proposed a design strategy of user- & machine-friendly gesture pattern.

Report

(5 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Annual Research Report
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • Research Products

    (22 results)

All 2014 2013 2012 2011 Other

All Journal Article (6 results) (of which Peer Reviewed: 6 results) Presentation (15 results) Remarks (1 results)

  • [Journal Article] Kitchen Scene Context Based Gesture Recognition: A Contest in ICPR20122013

    • Author(s)
      Atsushi Shimada, Kazuaki Kondo, Daisuke Deguchi, Géraldine Morin, Helman Stern
    • Journal Title

      Advances in Depth Image Analysis and Applications, Lecture Notes in Computer Science

      Volume: 7854

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Contribution estimation of participants for human interaction recognition2013

    • Author(s)
      Yanli Ji, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Journal Title

      IEEJ Transactions on Electrical and Electronic Engineering

      Volume: 8 Issue: 3 Pages: 269-276

    • DOI

      10.1002/tee.21850

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Hash-based early recognition of gesture patterns2013

    • Author(s)
      Yoshiyasu Ko, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Journal Title

      Journal of Artificial Life and Robotics

      Volume: Vol.17, No.3-4 Pages: 476-482

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 姿勢の特有性に基づいた動作の早期確認2012

    • Author(s)
      川島 学, 島田 敬士, 長原 一, 谷口倫一郎
    • Journal Title

      日本神経回路学会誌

      Volume: Vol.19, No.4 Pages: 167-174

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Compact Descriptor CHOG3D and Its Application in Human Action Recognition2012

    • Author(s)
      Yanli Ji, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Journal Title

      IEEJ Transactions on Electrical and Electronic Engineering

      Volume: Vol.8 Pages: 69-77

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of Early Recognition of Gesture Patterns based on Self-Organizing Map2011

    • Author(s)
      Atsushi Shimada, Manabu Kawashima, Rin-ichiro Taniguchi
    • Journal Title

      Journal of Artificial Life and Robotics

      Volume: 16 Pages: 198-201

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] Incremental Learning of Hand Gestures Based on Submovement Sharing2014

    • Author(s)
      Ryo Kawahata, Yanrung Wang, Atsushi Shimada, Takayoshi Yamashita, Rin-ichiro Taniguchi
    • Organizer
      Image Analysis and Recognition
    • Place of Presentation
      ポルトガル
    • Year and Date
      2014-10-22 – 2014-10-24
    • Related Report
      2014 Annual Research Report
  • [Presentation] 偽陽性の少ない動作設計のための筋電パターンの分析2014

    • Author(s)
      河畑 凌, 内山 英昭, 島田 敬士, 長原 一, 谷口 倫一郎
    • Organizer
      日本バーチャルリアリティ学会大会
    • Place of Presentation
      名古屋
    • Year and Date
      2014-09-17 – 2014-09-19
    • Related Report
      2014 Annual Research Report
  • [Presentation] モーションセンサを用いた農作業認識2014

    • Author(s)
      土井 惟成, 有田 大作, 島田 敬士, 長原 一, 谷口 倫一郎
    • Organizer
      農業情報学会 2014 年度年次大会,
    • Place of Presentation
      東京
    • Year and Date
      2014-05-14 – 2014-05-15
    • Related Report
      2014 Annual Research Report
  • [Presentation] サブユニット列におけるハンドジェスチャ認識の追加学習2014

    • Author(s)
      河畑 凌, 王 妍蓉, 島田 敬士, 山下 隆義, 谷口 倫一郎
    • Organizer
      パターン認識・メディア理解研究会
    • Place of Presentation
      福岡
    • Related Report
      2013 Annual Research Report
  • [Presentation] A Subunit-Based Dynamic Time Warping Approach for Hand Movement Recognition2013

    • Author(s)
      Yanrung Wang, Atsushi Shimada, Takayoshi Yamashita, Rin-ichiro Taniguchi
    • Organizer
      17th International Conference on Image Analysis and Processing (ICIAP)
    • Place of Presentation
      イタリア
    • Related Report
      2013 Annual Research Report
  • [Presentation] 動作のサブユニットに基づいたハンドジェスチャ認識における追加学習の検討2013

    • Author(s)
      河畑凌, 王妍蓉, 島田敬士, 山下隆義, 谷口倫一郎
    • Organizer
      電気関係学会九州支部連合大会
    • Place of Presentation
      熊本
    • Related Report
      2013 Annual Research Report
  • [Presentation] 時系列モーションデータを利用した農作業認識2013

    • Author(s)
      土井惟成, 有田大作, 島田敬士, 谷口倫一郎, 長原一
    • Organizer
      電気関係学会九州支部連合大会
    • Place of Presentation
      熊本
    • Related Report
      2013 Annual Research Report
  • [Presentation] 動作サブユニットの共有化に基づくハンドジェスチャ認識2013

    • Author(s)
      王妍蓉, 島田敬士, 山下隆義, 谷口倫一郎
    • Organizer
      第16回画像の認識・理解シンポジウム
    • Place of Presentation
      東京
    • Related Report
      2013 Annual Research Report
  • [Presentation] 特有姿勢に基づく動作の早期認識2013

    • Author(s)
      高 嘉泰, 島田 敬士, 長原一, 谷口 倫一郎
    • Organizer
      第19回画像センシングシンポジウム
    • Place of Presentation
      横浜
    • Related Report
      2013 Annual Research Report
  • [Presentation] Hand gesture recognition using subunit-based dynamic time warping2013

    • Author(s)
      Yanrung Wang, Atsushi Shimada, Takayoshi Yamashita, Rin-ichiro Taniguchi
    • Organizer
      the 18th International Symposium on Artificial Life and Robotics
    • Place of Presentation
      Korea
    • Related Report
      2012 Annual Research Report
  • [Presentation] Cooking Gesture Recognition using Local Feature and Depth Image2012

    • Author(s)
      Yanli Ji, Yoshiyasu Ko, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Organizer
      ACM Multimedia 2012 - 4th Workshop on Multimedia for Cooking and Eating Activities
    • Place of Presentation
      Japan
    • Related Report
      2012 Annual Research Report
  • [Presentation] Human-human Interaction Recognition by Estimating the Action Contribution of Participants2012

    • Author(s)
      Yanli Ji, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Organizer
      the 18th Japan-Korea Joint Workshop on Frontiers of Computer Vision
    • Place of Presentation
      神奈川県川崎市
    • Related Report
      2011 Annual Research Report
  • [Presentation] Hash based Early Recognition of Gesture Patterns2012

    • Author(s)
      Yoshiyasu Ko, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Organizer
      the 17th International Symposium on Artificial Life and Robotics
    • Place of Presentation
      大分県別府市
    • Related Report
      2011 Annual Research Report
  • [Presentation] Global motion analysis based human-human interaction recognition with local features2011

    • Author(s)
      Yanli Ji, Atsushi Shimada, Hajime Nagahara, Rin-ichiro Taniguchi
    • Organizer
      the 7th Joint Workshop on Machine Perception and Robotics
    • Place of Presentation
      中国,北京
    • Related Report
      2011 Annual Research Report
  • [Presentation] Kinectセンサを利用した動作の早期認識2011

    • Author(s)
      高嘉泰, 島田敬士, 長原一, 谷口倫一郎
    • Organizer
      電気関係学会九州支部連合大会
    • Place of Presentation
      佐賀県佐賀市
    • Related Report
      2011 Annual Research Report
  • [Remarks]

    • URL

      http://limu.ait.kyushu-u.ac.jp/project/project_early.html

    • Related Report
      2011 Annual Research Report

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Published: 2011-04-06   Modified: 2019-07-29  

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