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Creation of Episodic Memory Based on Context and Facial Expressions

Research Project

Project/Area Number 26330312
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Kansei informatics
Research InstitutionAkita Prefectural University

Principal Investigator

Madokoro Hirokazu  秋田県立大学, システム科学技術学部, 准教授 (10373218)

Co-Investigator(Kenkyū-buntansha) 佐藤 和人  秋田県立大学, システム科学技術学部, 教授 (80390904)
下井 信浩  秋田県立大学, システム科学技術学部, 教授 (10300542)
Research Collaborator Istvan Lovani  
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Keywords適応共鳴理論 / エピソード記憶 / 人間共生ロボット / コンテクスト / カテゴリマップ / 表情空間 / 分類粒度評価 / 並列動作シミュレーション / 人間共生型ロボット / 搭乗型自律移動ロボット / コンテキスト
Outline of Final Research Achievements

For this study, we proposed a novel method to create episodic memory adaptively and autonomously based on dynamic diversity of facial expression and its context. We conducted evaluation experiments in an actual environment using our autonomous mobile robot prototype as a platform. The proposed method actualized unsupervised learning for counter propagation networks using labels created using adaptive resonance theory network. The evaluation experiment revealed that real-time generation of facial expression maps and context maps were actualized as episodic memory using our original benchmark dataset.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (19 results)

All 2016 2015 2014 Other

All Journal Article (6 results) (of which Peer Reviewed: 6 results,  Open Access: 6 results) Presentation (12 results) (of which Int'l Joint Research: 7 results) Remarks (1 results)

  • [Journal Article] Human Sensing for Sleep Monitoring Using Film-Load Sensors2016

    • Author(s)
      間所洋和, 下井信浩, 佐藤和人, 徐粒
    • Journal Title

      Journal of Japan Society for Fuzzy Theory and Intelligent Informatics

      Volume: 28 Issue: 6 Pages: 963-973

    • DOI

      10.3156/jsoft.28.963

    • NAID

      130005292262

    • ISSN
      1347-7986, 1881-7203
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Comparison of Displacement Measurements in Exposed Type Column Base Using Piezoelectric Dynamic Sensors and Static Sensors2016

    • Author(s)
      N. Shimoi, T. Nishida, A. Obata, K. Nakasho, H. Madokoro, and C. Cuadra
    • Journal Title

      American Journal of Remote Sensing

      Volume: 4-5 Pages: 23-32

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Visual Saliency Based Multiple Objects Segmentation And Its Parallel Implementation for Real-Time Vision Processing2015

    • Author(s)
      H. Madokoro, Y. Ishioka, S. Takahashi, S. Sato, and N. Shimoi
    • Journal Title

      Computer Science and Information Technology

      Volume: 3-5 Issue: 5 Pages: 187-197

    • DOI

      10.13189/csit.2015.030504

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Basic Design of Visual Saliency Based Autopilot System Used for Omnidirectional Mobile Electric Wheelchair2015

    • Author(s)
      H. Madokoro, K. Shirai, K. Sato, and N. Shimoi
    • Journal Title

      Computer Science and Information Technology

      Volume: 3-5 Issue: 5 Pages: 171-186

    • DOI

      10.13189/csit.2015.030503

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Classification of Trajectories Using Category Maps and U-Matrix to Predict Interests Used for Event Sites2015

    • Author(s)
      H. Madokoro, K. Sato, and N. Shimoi
    • Journal Title

      Computer Science and Information Technology

      Volume: 3-4 Issue: 4 Pages: 138-147

    • DOI

      10.13189/csit.2015.030408

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Adaptive Mapping Networks for Visualizing Topological Structure of Data on Category Maps2014

    • Author(s)
      間所洋和, 佐藤和人
    • Journal Title

      Journal of Japan Society for Fuzzy Theory and Intelligent Informatics

      Volume: 26 Issue: 6 Pages: 903-912

    • DOI

      10.3156/jsoft.26.903

    • NAID

      130004934172

    • ISSN
      1347-7986, 1881-7203
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Implementation of a Vital Signs Monitoring System in Combination with a Bed-Leaving Detection System2016

    • Author(s)
      K. Nakasho, H. Madokoro, and N. Shimoi
    • Organizer
      IEEE/SICE International Symposium on System Integration (SII2016)
    • Place of Presentation
      Sapporo, Japan
    • Year and Date
      2016-12-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Development of Micro Air Vehicle Using Aerial Photography for Safe Rowing and Coaching2016

    • Author(s)
      H. Madokoro, K. Sato, and N. Shimoi
    • Organizer
      16th International Conference on Control, Automation and Systems (ICCAS2016)
    • Place of Presentation
      Gyeongju, Korea
    • Year and Date
      2016-10-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Prototype Development of On-Board Vision Processing Micro Air Vehicle for Wide-Range Monocular SLAM2016

    • Author(s)
      S. Ueda, H. Madokoro, K. Sato, and N. Shimoi
    • Organizer
      16th International Conference on Control, Automation and Systems (ICCAS2016)
    • Place of Presentation
      Gyeongju, Korea
    • Year and Date
      2016-10-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Occlusion-Robust Segmentation for Multiple Objects using a Micro Air Vehicle2016

    • Author(s)
      A. Kainuma, H. Madokoro, K. Sato, and N. Shimoi
    • Organizer
      16th International Conference on Control, Automation and Systems (ICCAS2016)
    • Place of Presentation
      Gyeongju, Korea
    • Year and Date
      2016-10-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Comparison of Piezoelectric Limit Sensors with FEM Analysis Results of Compression Failure of Brick Masonry Specimens2016

    • Author(s)
      T. Sasaki, C. Cuadra, H. Madokoro, K. Nakasho, and N. Shimoi
    • Organizer
      16th International Conference on Control, Automation and Systems (ICCAS2016)
    • Place of Presentation
      Gyeongju, Korea
    • Year and Date
      2016-10-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Development of Unrestrained and Hidden Sensors Using Piezoelectric Films for Recognition and Prediction of Bed-Leaving Behaviors2016

    • Author(s)
      H. Madokoro, N. Shimoi, K. Sato, and L. Xu
    • Organizer
      International Symposium on Stability, Vibration, and Control of Systems (SVCS2016)
    • Place of Presentation
      Budapest, Hungary
    • Year and Date
      2016-06-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of Facial Parts Effects by Emotion-evoking Videos focused on Smile Expression Process2015

    • Author(s)
      K. Sato, M. Ito, H. Madokoro, and S. Kadowaki
    • Organizer
      The Tenth International Multi-Conference on Computing in the Global Information Technology
    • Place of Presentation
      St. Julians, Malta
    • Year and Date
      2015-10-11
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Parallel Implementation of Saliency Maps for Real-Time Robot Vision2014

    • Author(s)
      K. Shirai, H. Madokoro, S. Takahashi, and K. Sato
    • Organizer
      International Conference on Control, Automation and Systems (ICCAS2014)
    • Place of Presentation
      Korea
    • Year and Date
      2014-10-22 – 2014-10-25
    • Related Report
      2014 Research-status Report
  • [Presentation] Visual Saliency Based Segmen- tation of Multiple Objects Using Variable Regions of Interest2014

    • Author(s)
      A. Yamanashi, H. Madokoro, Y. Ishioka, and K. Sato
    • Organizer
      International Conference on Control, Automation and Systems (ICCAS2014)
    • Place of Presentation
      Korea
    • Year and Date
      2014-10-22 – 2014-10-25
    • Related Report
      2014 Research-status Report
  • [Presentation] Proximity Sensing and Movements of Omnidi- rectional Mobile Electric Wheelchair for Autopilot2014

    • Author(s)
      K. Shirai H. Madokoro, and K. Sato
    • Organizer
      International Conference on Instrumentation, Control, Information Technology and System Integration (SICE2014)
    • Place of Presentation
      Sapporo
    • Year and Date
      2014-09-09 – 2014-09-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Multiple Object Detection and Extraction Based on Visual Saliency without Learning Used for Mobile Robot Vision2014

    • Author(s)
      A. Yamanashi, H. Madokoro, Y. Ishioka, and K. Sato
    • Organizer
      International Conference on Instrumentation, Control, Information Technology and System Integration (SICE2014)
    • Place of Presentation
      Sapporo
    • Year and Date
      2014-09-09 – 2014-09-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Adaptive Category Mapping Networks for All- Mode Topological Feature Learning Used for Mobile Robot Vision2014

    • Author(s)
      H. Madokoro, N. Shimoi, and K. Sato
    • Organizer
      IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN2014)
    • Place of Presentation
      Edinburgh, UK
    • Year and Date
      2014-08-25 – 2014-08-29
    • Related Report
      2014 Research-status Report
  • [Remarks] 秋田県立大学研究者総覧

    • URL

      http://www.akita-pu.ac.jp/stic/souran/scholar/detail.php?id=220

    • Related Report
      2016 Annual Research Report

URL: 

Published: 2014-04-04   Modified: 2018-03-22  

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