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Motion Synthesis using Linguistic Creativity towards Robot Intelligence

Research Project

Project/Area Number 24650091
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionThe University of Tokyo

Principal Investigator

TAKANO WATARU  東京大学, 情報理工学(系)研究科, 講師 (30512090)

Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,770,000 (Direct Cost: ¥2,900,000、Indirect Cost: ¥870,000)
Fiscal Year 2013: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2012: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords知能ロボット / 行動理解 / 全身運動生成 / 運動と言語 / 行動モデリング / 自然言語理解
Research Abstract

Humanoid robots are required to understand the same language system as humans so that they are integrated into our daily life. In order to achieve this intelligent robot, we have made following researches in this project.
1. Designing a stochastic model for association between motions and language. Human whole body motions are encoded into the stochastic models, which can be referred to as symbols. The association between the symbols and descriptive sentences attached to the motions is represented by graphical stochastic models. 2. Understanding motions using language. The framework of association between motions and language makes it possible for robots to understand observation as sentences and to synthesis robot whole body motion corresponding to given sentences. 3. Extracting Correlated motions. Extracting featured motions and assembling them enable the robots to recognize the observations in various language expressions, and to combine multiple motions to perform complex behaviors.

Report

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

    (21 results)

All 2014 2013 2012

All Journal Article (3 results) (of which Peer Reviewed: 2 results) Presentation (18 results) (of which Invited: 2 results)

  • [Journal Article] 全身運動から言語空間の構築と運動の認識への応用2013

    • Author(s)
      高野渉, 中村仁彦
    • Journal Title

      人工知能学会論文誌

      Volume: Vol.28,No.4 Pages: 361-369

    • NAID

      130003362338

    • Related Report
      2013 Final Research Report
  • [Journal Article] Language Space from Whole Body Motions and Its Application to Motion Recognition2013

    • Author(s)
      高野 渉,中村 仁彦
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 28 Issue: 4 Pages: 361-369

    • DOI

      10.1527/tjsai.28.361

    • NAID

      130003362338

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 身体運動と言語を結ぶロボットの統計的情報処理2012

    • Author(s)
      高野 渉,鮎澤 光,濱野 聖也,梅澤 慶介,中村 仁彦
    • Journal Title

      日本ロボット学会誌

      Volume: Vol.30, No.7 Pages: 12-21

    • NAID

      10031028362

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] 相関解析を用いたタスク実現のための動作特徴量の抽出2014

    • Author(s)
      梅澤慶介, 高野渉, 中村仁彦
    • Organizer
      日本IFToMM会議シンポジウム
    • Place of Presentation
      東京
    • Year and Date
      2014-05-24
    • Related Report
      2013 Final Research Report
  • [Presentation] 運動・音声・画像の特徴を用いた統合モデルによるマルチモーダルジェスチャ認識2014

    • Author(s)
      郷津優介, 小林誠季, 小原潤哉, 草島育生, 武市一成, 高野渉, 中村仁彦
    • Organizer
      第19回ロボティクスシンポジア2A1
    • Place of Presentation
      有馬
    • Related Report
      2013 Final Research Report
  • [Presentation] 相関解析を用いたタスク実現のための動作特徴量の抽出2014

    • Author(s)
      梅澤 慶介,高野 渉, 中村 仁彦
    • Organizer
      日本IFToMM会議シンポジウム
    • Place of Presentation
      東京工業大学,東京
    • Related Report
      2013 Annual Research Report
  • [Presentation] 運動・音声・画像の特徴を用いた統合モデルによるマルチモーダルジェスチャ認識2014

    • Author(s)
      郷津 優介,小林 誠季, 小原 潤哉, 草島 育生, 武市 一成, 高野 渉, 中村  仁彦
    • Organizer
      第19回ロボティクスシンポジア
    • Place of Presentation
      有馬グランドホテル,兵庫
    • Related Report
      2013 Annual Research Report
  • [Presentation] Generating Sentence from Motion by using Large-Scale and High-Order N-grams2013

    • Author(s)
      Yusuke Goutsu, Wataru Takano, and Yoshihiko Nakamura
    • Organizer
      Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems
    • Place of Presentation
      Tokyo, Japan
    • Related Report
      2013 Final Research Report
  • [Presentation] Towards Language from Database of Human Whole Body Motions2013

    • Author(s)
      Wataru Takano
    • Organizer
      Workshop on Semantics, Identification and Control of Robot-Human-Environment Interaction, IEEE International Conference on Robotics and Automation
    • Place of Presentation
      Karlsruhe, Germany
    • Related Report
      2013 Final Research Report
  • [Presentation] 大規模高次Nグラムを用いて動作文生成を行う運動認識システム2013

    • Author(s)
      郷津優介,高野渉,中村仁彦
    • Organizer
      第26回日本人工知能学会全国大会
    • Place of Presentation
      富山市 (2G4-OS-19a-6)
    • Related Report
      2013 Final Research Report
  • [Presentation] 全身動作とその筋活動を推定して言語として理解するロボットの人工知能2013

    • Author(s)
      高野渉, 中村仁彦
    • Organizer
      第26回日本人工知能学会全国大会
    • Place of Presentation
      富山市 (3G3-OS-12a-1)
    • Related Report
      2013 Final Research Report
  • [Presentation] 大規模データベースによる運動と言語の連想をクラウド上で行うヒューマノイドロボットの知能2013

    • Author(s)
      草島育生, 高野渉, 中村仁彦
    • Organizer
      日本機械学会ロボティクスメカトロニクス講演会2013
    • Place of Presentation
      つくば市 (1P1-B07)
    • Related Report
      2013 Final Research Report
  • [Presentation] Generating Sentence from Motion by using Large-Scale and High-Order N-grams2013

    • Author(s)
      Yusuke Goutsu, Wataru Takano, Yoshihiko Nakamura
    • Organizer
      IEEE/RSJ International Conference on Intelligent Robots and Systems
    • Place of Presentation
      Tokyo Big Sight, Tokyo
    • Related Report
      2013 Annual Research Report
  • [Presentation] Towards Language from Database of Human Whole Body Motions2013

    • Author(s)
      Wataru Takano
    • Organizer
      IEEE International Conference on Robotics and Automation
    • Place of Presentation
      Karlsruhe, Germany
    • Related Report
      2013 Annual Research Report
    • Invited
  • [Presentation] 大規模高次N グラムを用いて動作文生成を行う運動認識システム2013

    • Author(s)
      郷津 優介, 高野 渉, 中村 仁彦
    • Organizer
      第26回日本人工知能学会全国大会
    • Place of Presentation
      富山国際会議場,富山
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模データベースによる運動と言語の連想をクラウド上で行うヒューマノイドロボットの知能2013

    • Author(s)
      草島 育生, 高野 渉, 中村 仁彦
    • Organizer
      日本機械学会ロボティクスメカトロニクス講演会2013
    • Place of Presentation
      つくば国際会議場,茨城
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模高次Nグラムを用いて動作文生成を行う運動認識システム2013

    • Author(s)
      郷津 優介,高野 渉,中村 仁彦
    • Organizer
      人工知能学会全国大会(第27回)
    • Place of Presentation
      富山国際会議場
    • Related Report
      2012 Research-status Report
  • [Presentation] 全身動作とその筋活動を推定して行動を言語として理解するロボットの人工知能2013

    • Author(s)
      高野 渉,中村 仁彦
    • Organizer
      人工知能学会全国大会(第27回)
    • Place of Presentation
      富山国際会議場
    • Related Report
      2012 Research-status Report
  • [Presentation] 大規模データベースによる運動と言語の連想をクラウド上で行うヒューマノイドロボットの知能2013

    • Author(s)
      草島 育夫,高野 渉,中村 仁彦
    • Organizer
      日本機械学会ロボティクスメカトロニクス講演会2013
    • Place of Presentation
      筑波国際会議場
    • Related Report
      2012 Research-status Report
  • [Presentation] Towards language from database of human whole body motions2013

    • Author(s)
      Wataru Takano, Yoshihiko Nakamura
    • Organizer
      Workshop in IEEE International Conference on Robotics and Automation
    • Place of Presentation
      Kongresszentrum, Karlsruhe, Germany
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] Recovery of 3 Dimensional Human Whole Body Motion from a Monocular Image Sequence by Using Human Behavior Database2012

    • Author(s)
      Wataru Takano, Junichi Ishikawa, Yoshihiko Nakamura
    • Organizer
      The 2nd IFToMM Asian Conference on Mechanism and Machine Science
    • Place of Presentation
      Tokyo Institute of Technology, Tokyo, JPN
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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