• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Construction of Comprehensive Robot Developmental Drawing Model Based on Human's Drawing Acquisition Process

Research Project

Project/Area Number 16H05877
Research Category

Grant-in-Aid for Young Scientists (A)

Allocation TypeSingle-year Grants
Research Field Intelligent robotics
Research InstitutionThe University of Tokushima

Principal Investigator

NISHIDE Shun  徳島大学, 大学院社会産業理工学研究部(理工学域), 講師 (30613400)

Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥23,530,000 (Direct Cost: ¥18,100,000、Indirect Cost: ¥5,430,000)
Fiscal Year 2019: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2018: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2017: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Fiscal Year 2016: ¥12,350,000 (Direct Cost: ¥9,500,000、Indirect Cost: ¥2,850,000)
Keywords認知発達ロボティクス / 神経回路モデル / 深層学習 / 発達学習 / ロボティクス / 神経力学モデル / 知能ロボット / ニューラルネットワーク
Outline of Final Research Achievements

In this research project, we focused on constructing a developmental robot drawing model based on human's acquisition of drawing actions. Some main contributions in this project include construction of a developmental robot drawing model using neural network model, learning and generation of human's drawing sequence using neural network model, and development of hierarchical learning method for efficient learning of drawing sequences. Using an arm robot as an experimental platform, we established a basis of a method to hierarchically learn drawing of shapes from random motions (babbling motions).

Academic Significance and Societal Importance of the Research Achievements

近年、人工知能の発達と共にロボットが人間社会に導入されることが期待されている。複雑な人間環境の中でロボットが動作するためには人間による作りこみには限界があり、ロボットが自身の経験から適応的に動作を獲得することが重要である。本研究課題では人間の幼児の発達をもとにロボットがランダム動作から意味のある描画動作を獲得する手法を開発することを目的としており、本手法を一般動作に応用することで発達的ロボットの実現に貢献すると期待される。

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (41 results)

All 2020 2019 2018 2017 2016

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results) Presentation (40 results) (of which Int'l Joint Research: 9 results,  Invited: 2 results)

  • [Journal Article] Towards a Developmental Human-Robot Interaction System Using Robot Facial Expressions From Human Feedback2017

    • Author(s)
      Hiroki Urakami, Shun Nishide and Fuji Ren
    • Journal Title

      International Journal of Advanced Intelligence

      Volume: 9 Pages: 127-136

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] リカレントニューラルネットワークを用いた未学習コードからの楽譜生成2020

    • Author(s)
      真砂光志,西出俊,康シン,任福継
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 構造に注目した神経力学モデルを用いた漢字の筆跡ダイナミクスの学習2020

    • Author(s)
      野本楓晟,西出俊,康シン,任福継
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ペンの持ち上げを考慮した神経力学モデルによる描画図形予測と生成2020

    • Author(s)
      久保野雄亮,西出俊,康シン,任福継
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層モデルを用いた画像系列の特徴量自己組織化と映像生成2020

    • Author(s)
      川野真子,西出俊,康シン,任福継
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] アームロボットを用いた発達的描画モデルの構築2019

    • Author(s)
      安村亮祐,西出俊,康シン,任福継
    • Organizer
      第37回日本ロボット学会学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] オートエンコーダを用いた時系列画像の圧縮と復元2019

    • Author(s)
      川野真子,西出俊,康シン,任福継
    • Organizer
      電気関係学会四国支部大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] ペン持ち上げを考慮した神経力学モデルによる図形の生成2019

    • Author(s)
      久保野雄亮,西出俊,康シン,任福継
    • Organizer
      電気関係学会四国支部大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 神経力学モデルを用いたプリミティブの階層的学習2019

    • Author(s)
      野本楓晟,安田伊慶,西出俊,康シン,任福継
    • Organizer
      電気関係学会四国支部大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 神経力学モデルを用いたコード系列からの楽譜生成2019

    • Author(s)
      真砂光志,天羽水穂,西出俊,康シン,任福継
    • Organizer
      電気関係学会四国支部大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Facial Sentiment Classification Based on Resnet-18 Model2019

    • Author(s)
      Zhou Yitao, Fuji Ren, Shun Nishide, and Xin Kang
    • Organizer
      2019 International Conference on Electronic Engineering and Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Constructing a Fundamental DevelopmentalDrawing Learning Model Using an Arm Robot2019

    • Author(s)
      Ryosuke Yasumura, Shun Nishide, Xin Kang, and Fuji Ren
    • Organizer
      6th IEEE International Conference on Cloud Computing and Intelligence Systems
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Capture Important Information for Reading andReasoning by A Two-Pass Attention Mechanism in Dynamic Memory Network2019

    • Author(s)
      Zhou Zheng, Xin Kang, Shun Nishide, and Fuji Ren
    • Organizer
      6th IEEE International Conference on Electronic Engineering and Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Text multi-label sentiment analysis based on Bi-LSTM2019

    • Author(s)
      Hu Junlin, Xin Kang, Shun Nishide, and Fuji Ren
    • Organizer
      6th IEEE International Conference on Electronic Engineering and Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Object detection based on SSD-ResNet2019

    • Author(s)
      Lu Xin, Xin Kang, Shun Nishide, and Fuji Ren
    • Organizer
      6th IEEE International Conference on Electronic Engineering and Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Investigating voice features for Speech emotion recognition based on four kinds of machine learning methods2019

    • Author(s)
      Chen Haiyan, Liu Zheng, Xin Kang, Shun Nishide, and Fuji Ren
    • Organizer
      6th IEEE International Conference on Electronic Engineering and Informatics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] アームロボットのための発達的な描画学習モデルの基盤システム構築2019

    • Author(s)
      安村 亮祐,西出 俊,康 シン,任 福継
    • Organizer
      情報処理学会第81回全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 深層学習を用いた人の行動認識と感情生成2019

    • Author(s)
      乾 祥大,西出 俊,康 シン,任 福継
    • Organizer
      情報処理学会第81回全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Kinectを用いた神経力学モデルによる人の身体動作のクラスタリング2019

    • Author(s)
      近藤 健介,西出 俊,康 シン,任 福継
    • Organizer
      情報処理学会第81回全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 神経力学モデルを用いた部分描画系列からの描画図形予測2019

    • Author(s)
      森 美咲,西出 俊,康 シン,任 福継
    • Organizer
      情報処理学会第81回全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 音符・コード系列に注目した神経力学モデルによる音楽情報の階層的学習2019

    • Author(s)
      天羽 水穂,西出 俊,康 シン,任 福継
    • Organizer
      情報処理学会第81回全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] ペンの持ち上げを考慮した神経力学モデルによる手書き漢字の学習2019

    • Author(s)
      野中 柚希,西出 俊,康 シン,任 福継
    • Organizer
      情報処理学会第81回全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Improvement of Developmental Drawing Imitation Using Recurrent Neural Network Through Incorporation of AVITEWRITE Model2018

    • Author(s)
      Shun Nishide and Fuji Ren
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 心的状態遷移ネットワークに基づく感情会話システムの構築2018

    • Author(s)
      杉本 祐貴, 任 福継, 西出 俊, 康 シン
    • Organizer
      言語処理学会年次大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 神経回路モデルを用いたプリミティブの階層的学習2018

    • Author(s)
      安田 伊慶, 西出 俊, 康 シン, 任 福継
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 連続感情空間上の感情状態遷移に基づく人間・ロボット対話システム2018

    • Author(s)
      浦上 浩希, 西出 俊, 康 シン, 任 福継
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] リカレントニューラルネットワークモデルを用いた図形の描画系列学習2018

    • Author(s)
      高田 優子, 西出 俊, 康 シン, 任 福継
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Developmental Drawing Robot Using Recurrent Neural Network Model2017

    • Author(s)
      Shun Nishide
    • Organizer
      International Conference for Top and Emerging Computer Scientists
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Creation of a Developmental Drawing Robot Using Multiple Timescales Recurrent Neural Network Model2017

    • Author(s)
      Shun Nishide
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Recognizing facial emotions in the video2017

    • Author(s)
      Qianlu Huang, Fuji Ren, Xin Kang, Shun Nishide and Qiang Wang
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Related Report
      2017 Annual Research Report
  • [Presentation] Human Pose Recognition in Robots Based on Angle of Joint Vector2017

    • Author(s)
      Yuming Xu, Fuji Ren, Xin Kang, Shun Nishide and Ping Jiang
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Related Report
      2017 Annual Research Report
  • [Presentation] Building Emotional Corpus for Microblogging Emoticons2017

    • Author(s)
      Qian Zhang, Fuji Ren, Xin Kang, Shun Nishide, Shibing Zhang and Xiaoge Zhang
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Related Report
      2017 Annual Research Report
  • [Presentation] Realization and Improvement of Robot Object Recognition2017

    • Author(s)
      Jie Shen, Ziyun Jiao, Fuji Ren, Xin Kang, Shun Nishide, Suichun Qu and Yi Yang
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Related Report
      2017 Annual Research Report
  • [Presentation] Research on Construction and Analysis of Japanese-Chinese Emotional Expression Corpus2017

    • Author(s)
      Ruixue Xia, Fuji Ren, Xin Kang and Shun Nishide
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Related Report
      2017 Annual Research Report
  • [Presentation] Learning Efficient Drawing Sequence Through Training of Recurrent Neural Network Model2017

    • Author(s)
      Yasuda Tadayoshi, Yamashita Maki, Shun Nishide, Xin Kang and Fuji Ren
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Related Report
      2017 Annual Research Report
  • [Presentation] 神経力学モデルを用いた描画系列学習と 効率的な描画動作のモデル内表現2017

    • Author(s)
      安田 伊慶, 山下 茉紀, 西出 俊, 康 シン, 任 福継
    • Organizer
      日本ロボット学会学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 言語情報に基づく話言葉の感情抽出に関する研究2017

    • Author(s)
      薛 佳恵, 康 シン, 西出 俊, 任 福継
    • Organizer
      人工知能学会第31回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Towards a Developmental Human-Robot Interaction System Using Robot Facial Expressions From Human Feedback2016

    • Author(s)
      Hiroki Urakami, Shun Nishide, Fuji Ren
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Place of Presentation
      沖縄市町村自治会館(沖縄県那覇市)
    • Year and Date
      2016-12-14
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Generation of Humanlike Facial Expression for Natural Human-Robot Interaction System2016

    • Author(s)
      Shun Nishide, Hidenobu Shibasaki, Xin Kang, Fuji Ren
    • Organizer
      International Conference on Natural Language Processing and Knowledge Engineering
    • Place of Presentation
      沖縄市町村自治会館(沖縄県那覇市)
    • Year and Date
      2016-12-14
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 音声フィードバックを用いた発達的な表情応答獲得モデルの構築2016

    • Author(s)
      浦上 浩希,康 シン;,西出 俊,任 福継
    • Organizer
      電気関係学会四国支部連合大会
    • Place of Presentation
      徳島大学(徳島県徳島市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] 表情動作を用いたActroidの感情会話評価2016

    • Author(s)
      柴崎 英展,康 シン,西出 俊,任 福継
    • Organizer
      電気関係学会四国支部連合大会
    • Place of Presentation
      徳島大学(徳島県徳島市)
    • Related Report
      2016 Annual Research Report

URL: 

Published: 2016-04-21   Modified: 2021-02-19  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi