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

Research on Adaptive Learning Mechanism of the Facial Expression Feature Space

Research Project

Project/Area Number 20700174
Research Category

Grant-in-Aid for Young Scientists (B)

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

Principal Investigator

ISHII Masaki  Akita Prefectural University, システム科学技術学部, 助教 (10390907)

Project Period (FY) 2008 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2009: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2008: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Keywords顔画像処理 / 表情認識 / 学習 / ヒューマンインタフェース / 人工知能 / 画像,文章,音声認識 / 画像, 文章, 音声等認識
Research Abstract

In this research, we proposed a facial expression recognition model with the capability of additional learning with the Fuzzy ART incorporated as well. To demonstrate how useful it can be, we conducted some basic experiments for evaluation purposes with both joyful expressions and no facial expressions examined. Results show clearly that the facial expression feature space that we created using the method we proposed was capable of capturing additional knowledge while it maintained the existing knowledge as it was without alteration. The results we obtained demonstrate that the proposed method can be useful for an adaptive facial expression recognition model that has a robustness feature along the time axis.

Report

(3 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • Research Products

    (16 results)

All 2010 2009 2008

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (8 results) Book (4 results)

  • [Journal Article] 自己写像特性を用いた顔表情カテゴリーの抽出と感情空間マップの生成2008

    • Author(s)
      石井雅樹, 佐藤和人, 間所洋和, 西田眞
    • Journal Title

      電子情報通信学会論文誌 Vol.J91-D,No.11

      Pages: 2659-2672

    • NAID

      110007380942

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Extraction of Subject-Specific Facial Expression Categories and Generation of Facial Expression Feature Space using Self-Mapping2008

    • Author(s)
      M. Ishii, K. Sato, H. Madokoro, M. Nishida
    • Journal Title

      Journal of Multimedia (JMM) Vol.3,No.2

      Pages: 60-67

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Extraction of Subject-Specific Facial Expression Categories and Generation of Facial Expression Feature Space using Self-Mapping2008

    • Author(s)
      Masaki Ishii
    • Journal Title

      Journal of Multimedia (JMM) Vol.3, No.2

      Pages: 60-67

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 自己写像特性を用いた顔表情カテゴリーの抽出と感情空間マップの生成2008

    • Author(s)
      石井雅樹
    • Journal Title

      電子情報通信学会論文誌 Vol.J91-D, No.11

      Pages: 2659-2672

    • NAID

      110007380942

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] 適応的学習機能を有する表情認識モデルに関する基礎研究2010

    • Author(s)
      須藤一向, 石井雅樹, 下井信浩
    • Organizer
      情報処理学会創立50周年記念(第72回)全国大会講演論文集, 第2分冊
    • Place of Presentation
      東京都(東京大学)
    • Year and Date
      2010-03-10
    • Related Report
      2009 Final Research Report
  • [Presentation] 適応的学習機能を有する表情認識モデルに関する基礎研究2010

    • Author(s)
      須藤一向
    • Organizer
      情報処理学会創立50周年記念(第72回)全国大会
    • Place of Presentation
      東京大学(東京都文京区)
    • Year and Date
      2010-03-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] 時系列データを対象とした表情認識モデルの適応学習に関する基礎検討2009

    • Author(s)
      須藤一向
    • Organizer
      平成21年度第1回情報処理学会東北支部研究会
    • Place of Presentation
      秋田大学(秋田県秋田市)
    • Year and Date
      2009-12-07
    • Related Report
      2009 Annual Research Report
  • [Presentation] Generation of Emotional Feature Space based on Topological Characteristics of Facial Expression Images2008

    • Author(s)
      M. Ishii, K. Sato, H. Madokoro, M. Nishida
    • Organizer
      2008 IEEE Int. Conf. Automatic Face and Gesture Recognition (FG2008)
    • Place of Presentation
      The Netherlands
    • Year and Date
      2008-09-18
    • Related Report
      2009 Final Research Report
  • [Presentation] Generation of Emotional Feature Space based on Topological Characteristics of Facial Expression Images2008

    • Author(s)
      Masaki Ishii
    • Organizer
      2008 IEEE International Conference on Automatic Face and Gesture Recognition (FG2008)
    • Place of Presentation
      Amsterdam, The Netherlands
    • Year and Date
      2008-09-18
    • Related Report
      2008 Annual Research Report
  • [Presentation] 顔の経時変化に対応した表情認識モデルの進化学習に関する検討2008

    • Author(s)
      佐藤瑞穂
    • Organizer
      平成20年度電気関係学会東北支部連合大会
    • Place of Presentation
      福島県郡山市
    • Year and Date
      2008-08-21
    • Related Report
      2008 Annual Research Report
  • [Presentation] 表情画像の位相特性に基づいた感情特徴空間の生成2008

    • Author(s)
      石井雅樹
    • Organizer
      計測自動制御学会東北支部第244回研究集会
    • Place of Presentation
      秋田県由利本荘市
    • Year and Date
      2008-07-02
    • Related Report
      2008 Annual Research Report
  • [Presentation] 顔の経時変化に対応した表情認識モデルの進化学習に関する検討2008

    • Author(s)
      佐藤瑞穂
    • Organizer
      平成20年度(第18回)日本素材物性学会年会
    • Place of Presentation
      秋田県秋田市
    • Year and Date
      2008-06-17
    • Related Report
      2008 Annual Research Report
  • [Book] 顔表情を対象とした感情特徴空間の生成~「快-不快」及び「覚醒度」を指標とした感情の定量化手法~2009

    • Author(s)
      石井雅樹, 西田眞
    • Publisher
      日本工業出版
    • Related Report
      2009 Final Research Report
  • [Book] Generation of Facial Expression Map using Supervised and Unsupervised Learning, Machine2009

    • Author(s)
      M. Ishii, K. Sato, H. Madokoro, M. Nishida
    • Publisher
      published by In-tech
    • Related Report
      2009 Final Research Report
  • [Book] 画像ラボ解説(Vol.20,No.8)"顔表情を対象とした感情特徴空間の生成~「快-不快」及び「覚醒度」を指標とした感情の定量化手法~"2009

    • Author(s)
      石井雅樹
    • Total Pages
      95
    • Publisher
      日本工業出版
    • Related Report
      2009 Annual Research Report
  • [Book] "Machine Learning" Chapter 12 : Generation of Facial Expression Map using Supervised and Unsupervised Learning2009

    • Author(s)
      Masaki Ishii
    • Total Pages
      450
    • Publisher
      IN-TECH Education and Publishing
    • Related Report
      2008 Annual Research Report

URL: 

Published: 2008-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi