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Semantic and Affective Multimedia Retrieval using EEG-based Biological Information

Research Project

Project/Area Number 21300036
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Media informatics/Database
Research InstitutionThe University of Tokushima

Principal Investigator

KITA Kenji  徳島大学, ソシオテクノサイエンス研究部, 教授 (10243734)

Co-Investigator(Kenkyū-buntansha) SHISHIBORI Masami  徳島大学, 大学院・ソシオテクノサイエンス研究部, 教授 (50274262)
MATSUMOTO Kazuyuki  徳島大学, 大学院・ソシオテクノサイエンス研究部, 助教 (90509754)
TSUGE Satoru  大同大学, 情報学部, 准教授 (00325250)
SUZUKI Motoyuki  大阪工業大学, 情報科学部, 准教授 (30282015)
TSUCHIYA Seiji  同志社大学, 理工学部, 准教授 (70452654)
Project Period (FY) 2009-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥15,990,000 (Direct Cost: ¥12,300,000、Indirect Cost: ¥3,690,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2011: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Fiscal Year 2010: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Fiscal Year 2009: ¥6,500,000 (Direct Cost: ¥5,000,000、Indirect Cost: ¥1,500,000)
Keywordsマルチメディア / 情報検索 / 脳波情報
Research Abstract

In this study, we exploited methods for affective information retrieval for multimedia contents such as images, movies, and music by estimating user preferences/tastes from biological information such as EEG. It is, however, difficult to measure the EEG when a subject visualizes an unknown contents. We proposed a solution where a linear regression method based on canonical correlation is used to estimate the cross-correlation affective features from contents features. As an application, we also proposed a sensitivity filtering method for eliminating unpleasant images from the results obtained with similar image retrieval methods, and confirmed that the proposed method was efficient as an affective retrieval system.

Report

(6 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (18 results)

All 2014 2013 2012 2011 2010 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (14 results)

  • [Journal Article] Pleasant/Unpleasant Filtering for Affective Image Retrieval Based on Cross-Correlation of EEG Features2014

    • Author(s)
      Keranmu Xielifuguli, Akira Fujisawa, Yusuke Kusumoto, Kazuyuki Matsumoto, Kenji Kita
    • Journal Title

      Applied Computational Intelligence and Soft Computing

      Volume: Vol. 2014 Pages: 1-10

    • DOI

      10.1155/2014/415187

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Skeleton Pruning Based on the Total Bisector Angle of the End Branches2012

    • Author(s)
      Le Zhang
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 132 Issue: 5 Pages: 750-758

    • DOI

      10.1541/ieejeiss.132.750

    • NAID

      10030606121

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Text-Independent Speaker Identification Based on Reducing Intersession Variability of Speech Feature Using PCA Transformation2011

    • Author(s)
      Wenbin Zhang, Haoze Lu, Yasuo Horiuchi, Satoru Tsuge, Kenji Kita, Shingo Kuroiwa
    • Journal Title

      Journal of Signal Processing

      Volume: Vol. 15, No. 4 Pages: 275-278

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Text-Independent Speaker Identification Based on Reducing Intersession Variability of Speech Feature Using PCA Transformation2011

    • Author(s)
      Wenbin Zhang
    • Journal Title

      Journal of Signal Processing

      Volume: 15号 Pages: 275-278

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] キャラクタの顔を用いたイラスト画像の作者識別2013

    • Author(s)
      藤澤日明, 松本和幸, 北研二
    • Organizer
      HCG シンポジウム
    • Place of Presentation
      松山市総合コミュニティセンター(愛媛県)
    • Year and Date
      2013-12-18
    • Related Report
      2013 Final Research Report
  • [Presentation] Emotion Recognition Method Based on Normalization of Prosodic Features2013

    • Author(s)
      Motoyuki Suzuki, Shoei Nakagawa, Kenji Kita
    • Organizer
      APSIPA Annual Summit and Conference
    • Place of Presentation
      85 Sky Tower Hotel (Taiwan)
    • Year and Date
      2013-10-29
    • Related Report
      2013 Final Research Report
  • [Presentation] Emotion recognition method based on normalization of prosodic features2013

    • Author(s)
      Motoyuki Suzuki, Shoei Nakagawa, Kenji Kita
    • Organizer
      APSIPA Annual Summit and Conference
    • Place of Presentation
      85 Sky Tower Hotel (Taiwan)
    • Related Report
      2013 Annual Research Report
  • [Presentation] キャラクタの顔を用いたイラスト画像の作者識別2013

    • Author(s)
      藤澤日明,松本和幸,吉田稔,北研二
    • Organizer
      HCGシンポジウム
    • Place of Presentation
      松山市総合コミュニティセンター(愛媛県)
    • Related Report
      2013 Annual Research Report
  • [Presentation] Exploring Emotional Words for Chinese Document Chief Emotion Analysis2011

    • Author(s)
      Yunong Wu, Kenji Kita, Fuji Ren, Kazuyuki Matsumoto, Xin Kang
    • Organizer
      The 25th Pacific Asia Conference on Language, Information and Computation
    • Place of Presentation
      南洋理工大学(シンガポール)
    • Year and Date
      2011-12-17
    • Related Report
      2013 Final Research Report 2011 Annual Research Report
  • [Presentation] Music Retrieval Method Based on Filter-Bank Feature and Earth Mover's Distance2011

    • Author(s)
      Qingmei Xiao, Satoru Tsuge, Kenji Kita
    • Organizer
      2011 Seventh International Conference on Natural Computation
    • Place of Presentation
      Galaxy Hotel(上海, 中国)
    • Year and Date
      2011-07-27
    • Related Report
      2013 Final Research Report
  • [Presentation] Music Retrieval Method Based on Filter-bank Feature and Earth Mover's Distance2011

    • Author(s)
      北研二
    • Organizer
      2011 Seventh International Conference on Natural Computation
    • Place of Presentation
      Galaxy Hotel(上海,中国)
    • Year and Date
      2011-07-27
    • Related Report
      2011 Annual Research Report
  • [Presentation] フィルタバンク特徴量とEarth Mover's Distance を用いた音楽検索2011

    • Author(s)
      柘植覚, 三好真人, 肖清梅, 北研二
    • Organizer
      情報処理学会音楽情報科学研究会
    • Place of Presentation
      九州大学(福岡県)
    • Year and Date
      2011-02-12
    • Related Report
      2013 Final Research Report
  • [Presentation] フィルタバンク特徴量とEarth Mover's Distanceを用いた音楽検索2011

    • Author(s)
      柘植覚
    • Organizer
      情報処理学会音楽情報科学研究会
    • Place of Presentation
      九州大学(福岡県)
    • Year and Date
      2011-02-12
    • Related Report
      2010 Annual Research Report
  • [Presentation] 感性特徴と画像特徴の相関に関する研究2010

    • Author(s)
      岸本諭, 楠本祐介, 多田圭介, 獅々堀正幹, 北研二
    • Organizer
      電気関係学会四国支部連合大会
    • Place of Presentation
      愛媛大学(愛媛県)
    • Year and Date
      2010-09-25
    • Related Report
      2013 Final Research Report
  • [Presentation] 感性特徴と画像特徴の相関関係に関する研究2010

    • Author(s)
      岸本諭
    • Organizer
      電気関係学会四国支部連合大会
    • Place of Presentation
      愛媛大学(愛媛県)
    • Year and Date
      2010-09-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] A Skeleton Extraction and Pruning Algorithm based on Bisector Angle2010

    • Author(s)
      Le Zhang, Kenji Kita
    • Organizer
      The Sixteenth Korea-Japan Joint Workshop on Frontiers of Computer Vision
    • Place of Presentation
      安芸グランドホテル(広島県)
    • Year and Date
      2010-02-05
    • Related Report
      2013 Final Research Report 2009 Annual Research Report
  • [Presentation] Judgement of Depressive Tendency from Emotional Fluctuation in Weblog

    • Author(s)
      北 研二
    • Organizer
      16th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems
    • Place of Presentation
      Miramar Palace (Spain)
    • Related Report
      2012 Annual Research Report
  • [Presentation] Emotion Estimation from Sentence Using Relation between Japanese Slangs and Emotion Expressions

    • Author(s)
      北 研二
    • Organizer
      26th Pacific Asia Conference on Language, Information, and Computation
    • Place of Presentation
      Pullman Bali Legian Nirwana (Indonesia)
    • Related Report
      2012 Annual Research Report

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Published: 2009-04-01   Modified: 2019-07-29  

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