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Study on Automatic Spatiotemporal Labeling Using Adaptive Learning

Research Project

Project/Area Number 21700257
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Sensitivity informatics/Soft computing
Research InstitutionAkita Prefectural University

Principal Investigator

MADOKORO Hirokazu  秋田県立大学, システム科学技術学部, 助教 (10373218)

Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2011: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2009: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywordsソフトコンピューティング / 適応共鳴理論 / 自己組織化マップ
Research Abstract

The aim of this study was to develop a method to create category maps using Adaptive Resonance Theory(ART) and Self-Organizing Maps(SOM). As a classification problem that is unknown the number of categories, we evaluated our method to classify of facial expression images. We developed an original dataset of facial expression images consisted of 10 subjects during twenty weeks in one week interval. For the evaluation experiments, our method was able to describe the relations between spatial distribution of and time-series features on dynamic diversity of facial expressions. Moreover, we applied our method to generic object recognition on robot vision to show the extensity of category maps.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (39 results)

All 2011 2010 2009

All Journal Article (4 results) (of which Peer Reviewed: 2 results) Presentation (35 results)

  • [Journal Article] 表情の時系列変化を可視化する表情空間チャート2011

    • Author(s)
      間所洋和, 佐藤和人, 門脇さくら
    • Journal Title

      知能と情報(日本知能情報ファジィ学会誌)

      Volume: Vol.23, No.2 Pages: 157-169

    • NAID

      10028090375

    • Related Report
      2011 Final Research Report
  • [Journal Article] Unsupervised Feature Selection and Category Classification for a Vision-Based Mobile Robot2011

    • Author(s)
      M. Tsukada, Y. Utsumi, H. Madokoro, and K. Sato
    • Journal Title

      IEICE Trans. Inf. & Sys

      Volume: Vol.E94-D, No.1 Pages: 127-136

    • NAID

      10027989641

    • Related Report
      2011 Final Research Report
  • [Journal Article] 表情の時系列変化を可視化する表情空間チャート2011

    • Author(s)
      間所洋和, 佐藤和人, 門脇さくら
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: Vol.23,No.2 Pages: 157-169

    • NAID

      10028090375

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Unsupervised Feature Selection and Category Classification for a Vision-Based Mobile Robot2011

    • Author(s)
      M.Tsukada, Y.Utsumi, H.Madokoro, K.Sato
    • Journal Title

      IEICE Trans.Inf.& Sys.

      Volume: Vol.E94-D, No.1 Pages: 127-136

    • NAID

      10027989641

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Unsupervised Scene Classification Based on Context of Features for a Mobile Robot2011

    • Author(s)
      H. Madokoro, Y. Utsumi, and K. Sato
    • Organizer
      Proc. 15th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Related Report
      2011 Final Research Report
  • [Presentation] Unsupervised Feature Selection and Category Formation for Generic Object Recognition2011

    • Author(s)
      H. Madokoro, M. Tsukada and K. Sato
    • Organizer
      Proc. 14th International Conference on Computer Analysis of Images and Patterns
    • Related Report
      2011 Final Research Report
  • [Presentation] Unsupervised Feature Selection and Category Formation for Mobile Robot Vision2011

    • Author(s)
      H. Madokoro, M. Tsukada, and K. Sato
    • Organizer
      Proc. IEEE International Joint Conference on Neural Networks
    • Related Report
      2011 Final Research Report
  • [Presentation] Unsupervised Scene Classification Based on Context of Features for a Mobile Robot2011

    • Author(s)
      H.Madokoro, Y.Utsumi, K.Sato
    • Organizer
      15th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      Kaiserslautern, Germany
    • Related Report
      2011 Annual Research Report
  • [Presentation] Unsupervised Feature Selection and Category Formation for Generic Object Recognition2011

    • Author(s)
      H.Madokoro, M.Tsukada, K.Sato
    • Organizer
      14th International Conference on Computer Analysis of Images and Patterns
    • Place of Presentation
      Seville, Spain
    • Related Report
      2011 Annual Research Report
  • [Presentation] Unsupervised Feature Selection and Category Formation for Mobile Robot Vision2011

    • Author(s)
      H.Madokoro, M.Tsukada, K.Sato
    • Organizer
      IEEE International Joint Conference on Neural Networks
    • Place of Presentation
      San Jose, California, USA
    • Related Report
      2011 Annual Research Report
  • [Presentation] Experimental Studies with a Hybrid Model of Unsupervised Neural Networks2011

    • Author(s)
      K.Sato, H.Madokoro, T.Otani, S.Kadowaki
    • Organizer
      IEEE International Joint Conference on Neural Networks
    • Place of Presentation
      San Jose, California, USA
    • Related Report
      2011 Annual Research Report
  • [Presentation] Basic Studies for Estimation of Driver's Internal States Using Head Positions2011

    • Author(s)
      M.Ito, K.Sato, H.Madokoro, K.Kashihara, M.Fukumi
    • Organizer
      International Symposium on Applied Sciences in Biomedical and Communication Technologies
    • Place of Presentation
      Barcelona, Spain
    • Related Report
      2011 Annual Research Report
  • [Presentation] Unsupervised Segmentation for MR Brain Images2011

    • Author(s)
      K.Sato, S.Kadowaki, H.Madokoro, M.Ito, A.Inugami
    • Organizer
      International Symposium on Applied Sciences in Biomedical and Communication Technologies
    • Place of Presentation
      Barcelona, Spain
    • Related Report
      2011 Annual Research Report
  • [Presentation] 動線解析によるイベント会場での行動パターン分類と興味推定2011

    • Author(s)
      本間謙也, 佐藤和人, 間所洋和
    • Organizer
      画像電子学会第258回研究会
    • Place of Presentation
      富山県射水市
    • Related Report
      2011 Annual Research Report
  • [Presentation] 可変形状モデルを用いた脳領域抽出におけるパラメータ最適化の検討2011

    • Author(s)
      小田桐誠也, 佐藤和人, 間所洋和
    • Organizer
      画像電子学会第258回研究会
    • Place of Presentation
      富山県射水市
    • Related Report
      2011 Annual Research Report
  • [Presentation] 自発的表情に及ぼす顔部位効果と心理的ストレス要因の分析2011

    • Author(s)
      大津宏亮, 佐藤和人, 間所洋和, 門脇さくら
    • Organizer
      第10回情報科学技術フォーラム
    • Place of Presentation
      北海道函館市
    • Related Report
      2011 Annual Research Report
  • [Presentation] 自発的表情における表出テンポとリズムの解析:一過性ストレスが表情に与える影響2011

    • Author(s)
      須藤尚志, 大津宏亮, 佐藤和人, 間所洋和, 門脇さくら
    • Organizer
      電子情報通信学会パターン認識・メディア理解研究会
    • Place of Presentation
      北海道函館市
    • Related Report
      2011 Annual Research Report
  • [Presentation] コンテクストに基づく移動ロボットのための教師なしシーン分類2011

    • Author(s)
      内海祐哉, 間所洋和, 佐藤和人
    • Organizer
      画像の認識・理解シンポジウム
    • Place of Presentation
      石川県金沢市
    • Related Report
      2011 Annual Research Report
  • [Presentation] Unsupervised Segmentation of MR Images for Brain Dock Examinations2010

    • Author(s)
      K.Sato, S.Kadowaki, H.Madokoro, M.Ito, A.Inugami
    • Organizer
      IEEE Nuclear Science Symposium, Medical Imaging Conference (NSS&MIC) 2010
    • Place of Presentation
      Knoxville, Tennessee, USA
    • Related Report
      2010 Annual Research Report
  • [Presentation] Estimation of Psychological Stress Levels Using Facial Expression Spatial Charts2010

    • Author(s)
      H.Madokoro, K.Sato
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2010
    • Place of Presentation
      Istanbul, Turkey
    • Related Report
      2010 Annual Research Report
  • [Presentation] Selection of SIFT Feature Points for Scene Description in Robot Vision2010

    • Author(s)
      Y.Utsumi, M.Tsukada, H.Madokoro, K.Sato
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2010
    • Place of Presentation
      Istanbul, Turkey
    • Related Report
      2010 Annual Research Report
  • [Presentation] Visualizing Support Vectors and Topological Data Mapping for Improved Generalization Capabilities2010

    • Author(s)
      H.Madokoro, K.Sato
    • Organizer
      IEEE World Congress on Computational Intelligence (WCCI) 2011
    • Place of Presentation
      Barcelona, Spain
    • Related Report
      2010 Annual Research Report
  • [Presentation] Unsupervised and Adaptive Category Classification for a Vision-Based Mobile Robot2010

    • Author(s)
      M.Tsukada, H.Madokoro, K.Sato
    • Organizer
      IEEE World Congress on Computational Intelligence (WCCI) 2011
    • Place of Presentation
      Barcelona, Spain
    • Related Report
      2010 Annual Research Report
  • [Presentation] Segmentation of Head MR Images Using Hybrid Neural Networks of Unsupervised Learning2010

    • Author(s)
      T.Otani, K.Sato, H.Madokoro
    • Organizer
      IEEE World Congress on Computational Intelligence (WCCI) 2011
    • Place of Presentation
      Barcelona, Spain
    • Related Report
      2010 Annual Research Report
  • [Presentation] Development of Comparative Reading System Using 1D SOM for Brain Dock Examinations2010

    • Author(s)
      K.Sato, S.Kadowaki, H.Madokoro, A.Inugami
    • Organizer
      IEEE World Congress on Computational Intelligence (WCCI) 2011
    • Place of Presentation
      Barcelona, Spain
    • Related Report
      2010 Annual Research Report
  • [Presentation] ベイジアンネットワークを用いた自発的表情に及ぼす心理的ストレス要因の分析2010

    • Author(s)
      大津宏亮, 佐藤和人, 間所洋和, 門脇さくら
    • Organizer
      電子情報通信学会ヒューマンコミュニケーショングループシンポジウム(HCG)2010
    • Place of Presentation
      宮崎県宮崎市
    • Related Report
      2010 Annual Research Report
  • [Presentation] 自発的表情における表情表出テンポとリズムの抽出2010

    • Author(s)
      須藤尚志, 佐藤和人, 間所洋和, 門脇さくら
    • Organizer
      電子情報通信学会ヒューマンコミュニケーショングループシンポジウム(HCG)2010
    • Place of Presentation
      宮崎県宮崎市
    • Related Report
      2010 Annual Research Report
  • [Presentation] 表情の動的多様性を可視化表現する表情空間チャート2010

    • Author(s)
      間所洋和, 佐藤和人
    • Organizer
      画像の認識・理解シンポジウム(MIRU)2010
    • Place of Presentation
      北海道釧路市
    • Related Report
      2010 Annual Research Report
  • [Presentation] ロボットビジョンのための教師なし学習による特徴点選択とカテゴリ分類2010

    • Author(s)
      塚田真敬, 内海祐哉, 間所洋和, 佐藤和人
    • Organizer
      画像の認識・理解シンポジウム(MIRU)2010
    • Place of Presentation
      北海道釧路市
    • Related Report
      2010 Annual Research Report
  • [Presentation] 脳萎縮の定量化における領域抽出と組織分類2010

    • Author(s)
      大谷寿光, 佐藤和人, 間所洋和, 犬上篤
    • Organizer
      画像の認識・理解シンポジウム(MIRU)2010
    • Place of Presentation
      北海道釧路市
    • Related Report
      2010 Annual Research Report
  • [Presentation] 表情空間チャートを用いた心理的ストレスレベルの推定2010

    • Author(s)
      間所洋和, 佐藤和人
    • Organizer
      電子情報通信学会パターン認識・メディア理解(PRMU)研究会
    • Place of Presentation
      鹿児島大学(鹿児島市)
    • Related Report
      2009 Annual Research Report
  • [Presentation] 進化的可変形状モデルを用いた脳領域抽出法2010

    • Author(s)
      海老澤拓也, 大谷寿光, 佐藤和人, 間所洋人
    • Organizer
      電子情報通信学会パターン認識・メディア理解(PRMU)研究会
    • Place of Presentation
      鹿児島大学,(鹿児島市)
    • Related Report
      2009 Annual Research Report
  • [Presentation] 表情の動的多様性に基づく心理的ストレスレベルの可視化2009

    • Author(s)
      間所洋和, 佐藤和人
    • Organizer
      FAN2009
    • Place of Presentation
      会津大学(会津若松市)
    • Related Report
      2009 Annual Research Report
  • [Presentation] 適応的学習による自己組織化マップの教師なしカテゴリ分類2009

    • Author(s)
      塚田真敬, 間所洋和, 佐藤和人
    • Organizer
      FAN2009
    • Place of Presentation
      会津大学(会津若松市)
    • Related Report
      2009 Annual Research Report
  • [Presentation] 教師なし学習のハイブリッド化による頭部MR画像の組織分類2009

    • Author(s)
      大谷寿光, 佐藤和人, 間所洋和
    • Organizer
      FAN2009
    • Place of Presentation
      会津大学(会津若松市)
    • Related Report
      2009 Annual Research Report
  • [Presentation] Facial Expression Spatial Charts for Representing of Dynamic Diversity of Facial Expressions2009

    • Author(s)
      H.Madokoro, K.Sato, A.Kawasumi, S.Kadowaki
    • Organizer
      IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2009
    • Place of Presentation
      San Antonio, Texas, USA
    • Related Report
      2009 Annual Research Report
  • [Presentation] 表情の動的多様性に基づく心理的ストレスレベルの推定2009

    • Author(s)
      間所洋和, 佐藤和人
    • Organizer
      電子情報通信学会パターン認識・メディア理解(PRMU)研究会
    • Place of Presentation
      石川県地場産業振興センター(金沢市)
    • Related Report
      2009 Annual Research Report
  • [Presentation] ロボットビジョンのシーン記述におけるSIFT特徴点の選択2009

    • Author(s)
      内海祐哉, 間所洋和, 佐藤和人
    • Organizer
      電子情報通信学会パターン認識・メディア理解(PRMU)研究会
    • Place of Presentation
      石川県地場産業振興センター(金沢市)
    • Related Report
      2009 Annual Research Report
  • [Presentation] 移動ロボットの見方の変化に基づく教師なしカテゴリ分類2009

    • Author(s)
      塚田真敬, 間所洋和, 佐藤和人
    • Organizer
      電子情報通信学会パターン認識・メディア理解(PRMU)研究会
    • Place of Presentation
      石川県地場産業振興センター(金沢市)
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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