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Impressive Scene Retrieval for Lifelog Videos based on Emotion Estimation

Research Project

Project/Area Number 22700098
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Media informatics/Database
Research InstitutionKyoto Institute of Technology

Principal Investigator

NOMIYA Hiroki  京都工芸繊維大学, 工芸科学研究科, 助教 (80533116)

Project Period (FY) 2010 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsライフログ / マルチメディア検索 / 表情認識 / 機械学習
Research Abstract

In order to retrieve impressive scenes from lifelog videos, a retrieval system of emotional scenes, which is considered to be impressive, has been developed in this research. The retrieval system detects emotional scenes based on facial expression recognition. In addition, a lifelog video database including video sequences of daily life and the information about emotional scenes contained in the video sequences has been constructed. By using the database, emotional scene retrieval experiments were conducted to evaluate the retrieval performance. Since the video scenes including smile and/or laughter will be impressive, the retrieval experiments are focused on retrieving such video scenes. The precision of the scene retrieval in this experiment was more than 90%.

Report

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

    (14 results)

All 2012 2011 2010

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (11 results)

  • [Journal Article] アンサンブル学習を用いた効率的な映像からの表情表出シーン検出2012

    • Author(s)
      野宮浩揮、宝珍輝尚
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol.J95-D Pages: 193-205

    • NAID

      110009328416

    • Related Report
      2011 Annual Research Report 2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 顔特徴量の有用性推定に基づく特徴抽出による表情認識2011

    • Author(s)
      野宮浩揮、宝珍輝尚
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: Vol.23、No.2 Pages: 46-61

    • NAID

      10028090399

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] 顔特徴量の有用性推定に基づく特徴抽出による表情認識2011

    • Author(s)
      野宮浩揮
    • Journal Title

      日本知能情報ファジィ学会誌

      Volume: 23(掲載確定)

    • NAID

      10028090399

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] Emotional Video Scene Detection from Lifelog Videos using Facial Feature Selection2012

    • Author(s)
      Hiroki Nomiya
    • Organizer
      4^<th> International Conference on Applied Human Factors and Ergonomics
    • Place of Presentation
      Hilton San Francisco Union Square(アメリカ合衆国)
    • Year and Date
      2012-07-25
    • Related Report
      2011 Final Research Report
  • [Presentation] Emotional Video Scene Detection from Lifelog Videos using Facial Feature Selection2012

    • Author(s)
      野宮浩揮
    • Organizer
      4^<th> International Conference on Applied Human Factors and Ergonomics
    • Place of Presentation
      Hilton San Francisco Union Square(アメリカ合衆国)(発表確定)
    • Year and Date
      2012-07-25
    • Related Report
      2011 Annual Research Report
  • [Presentation] 表情表出シーン検出を用いたライフログ映像からの印象的なシーンの検索2012

    • Author(s)
      野宮浩揮
    • Organizer
      日本データベース学会
    • Place of Presentation
      シーサイドホテル舞子ビラ神戸
    • Year and Date
      2012-03-05
    • Related Report
      2011 Final Research Report
  • [Presentation] 表情表出シーン検出を用いたライフログ映像からの印象的なシーンの検索2012

    • Author(s)
      野宮浩揮
    • Organizer
      日本データベース学会
    • Place of Presentation
      シーサイドホテル舞子ビラ神戸(兵庫県)
    • Year and Date
      2012-03-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] ライフログ映像からの顔特徴点を用いた表情表出シーン検出手法の一検討2011

    • Author(s)
      野宮浩揮
    • Organizer
      日本顔学会
    • Place of Presentation
      日本歯科大学
    • Year and Date
      2011-09-23
    • Related Report
      2011 Final Research Report
  • [Presentation] ライフログ映像からの顔特徴点を用いた表情表出シーン検出手法の一検討2011

    • Author(s)
      野宮浩揮
    • Organizer
      日本顔学会
    • Place of Presentation
      日本歯科大学(新潟県)
    • Year and Date
      2011-09-23
    • Related Report
      2011 Annual Research Report
  • [Presentation] 簡潔な顔特徴量の選択と統合による映像からの効率的な表情表出シーン検出2011

    • Author(s)
      野宮浩揮
    • Organizer
      電子情報通信学会
    • Place of Presentation
      慶応大学
    • Year and Date
      2011-06-06
    • Related Report
      2011 Final Research Report
  • [Presentation] 簡潔な顔特徴量の選択と統合による映像からの効率的な表情表出シーン検出2011

    • Author(s)
      野宮浩揮
    • Organizer
      電子情報通信学会
    • Place of Presentation
      慶應大学(神奈川県)
    • Year and Date
      2011-06-06
    • Related Report
      2011 Annual Research Report
  • [Presentation] 顔特徴点を用いた特徴選択と特徴抽出による表情認識に基づく映像中の表情表出シーン検出2011

    • Author(s)
      野宮浩揮
    • Organizer
      日本データベース学会
    • Place of Presentation
      ラフォーレ修善寺
    • Year and Date
      2011-02-27
    • Related Report
      2011 Final Research Report 2010 Annual Research Report
  • [Presentation] 表情表出時の顔特徴点の相互関係に基づく特徴選択による表情認識2010

    • Author(s)
      野宮浩揮
    • Organizer
      日本顔学会
    • Place of Presentation
      東京医科歯科大学
    • Year and Date
      2010-10-24
    • Related Report
      2011 Final Research Report 2010 Annual Research Report
  • [Presentation] 表情表出時の顔特徴点の変化を用いたアンサンブル学習による表情認識2010

    • Author(s)
      野宮浩揮
    • Organizer
      電子情報通信学会
    • Place of Presentation
      福岡大学
    • Year and Date
      2010-09-05
    • Related Report
      2011 Final Research Report 2010 Annual Research Report

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Published: 2010-08-23   Modified: 2016-04-21  

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