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Construction of categorical color perception model and application for intelligent camera system

Research Project

Project/Area Number 24700159
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Perception information processing/Intelligent robotics
Research InstitutionChiba University

Principal Investigator

YATA Noriko  千葉大学, 融合科学研究科(研究院), 助教 (60528412)

Project Period (FY) 2012-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2012: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Keywords色認識 / 色恒常性 / ニューラルネットワーク
Research Abstract

Automatic color recognition technology that can correctly discriminate a categorical color in various environments like a human is required. If we want to make a computer vision system able to recognize color like a human, we must consider human visual characteristics such as categorical color perception and color constancy in the color recognition system. To create the model, the relationship between chromaticity of color chips under different illuminations and categorical color perception of the color chips under these illuminations by a human has be learned using a structured neural network.
We propose a new model with modified training data for high recognition performance and perception of multiple colors. In addition, this study proposes a method of recognition of object colors under varying illumination condition in video. The recognition function is the categorical color perception model, and it use the depth information from RGB-D camera.

Report

(3 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • Research Products

    (14 results)

All 2013 2012 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (12 results)

  • [Journal Article] カテゴリカル色知覚モデルによるカテゴリ境界付近の色認識2013

    • Author(s)
      鎌田悠太郎,矢田紀子,眞鍋佳嗣,内川惠二
    • Journal Title

      日本色彩学会誌

      Volume: 37巻 Pages: 467-478

    • NAID

      110009657975

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] カテゴリカル色知覚モデルによるカテゴリ境界付近の色認識2013

    • Author(s)
      鎌田悠太郎, 矢田紀子, 眞鍋佳嗣, 内川恵二
    • Journal Title

      日本色彩学会誌

      Volume: 37 Pages: 467-478

    • NAID

      110009657975

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Presentation] 動画像中の照明条件の変化を考慮した物体色認識2013

    • Author(s)
      江頭亜衣子,矢田紀子,眞鍋佳嗣
    • Organizer
      映像情報メディア学会2013年冬季大会
    • Place of Presentation
      東京
    • Year and Date
      2013-12-18
    • Related Report
      2013 Final Research Report
  • [Presentation] Interactive Estimation of Light Source Position and Reflectance of Real Objects for Mixed-Reality Application2013

    • Author(s)
      Masahide Kobayashi, Yoshitsugu Manabe and Noriko Yata
    • Organizer
      2013 lnternational Conference Digital lmage Computing : Techniques & Applications (DlCTA2013)
    • Place of Presentation
      Hobart
    • Year and Date
      2013-11-27
    • Related Report
      2013 Final Research Report
  • [Presentation] 心理物理実験データからの視覚情報処理メカニズムの理解2013

    • Author(s)
      矢田紀子,眞鍋佳嗣
    • Organizer
      電気学会研究会
    • Place of Presentation
      東京
    • Year and Date
      2013-06-27
    • Related Report
      2013 Final Research Report
  • [Presentation] Interactive Estimation of Light Source Position and Reflectance of Real Objects for Mixed-Reality Application2013

    • Author(s)
      Masahide Kobayashi, Yoshitsugu Manabe and Noriko Yata
    • Organizer
      2013 lnternational Conference Digital lmage Computing: Techniques & Applications
    • Place of Presentation
      HOBART, Australia
    • Related Report
      2013 Annual Research Report
  • [Presentation] 動画像中の照明条件の変化を考慮した物体色認識2013

    • Author(s)
      江頭亜衣子, 矢田紀子, 眞鍋佳嗣
    • Organizer
      映像情報メディア学会2013年冬季大会
    • Place of Presentation
      芝浦工業大学,東京
    • Related Report
      2013 Annual Research Report
  • [Presentation] An Effective Training of Neural Networks for Categorical Color Perception2012

    • Author(s)
      Yutaro Kamata, Noriko Yata, Keiji Uchikawa, Yoshitsugu Manabe
    • Organizer
      Interim Meeting of the International Colour Association 2012 (AIC2012)
    • Place of Presentation
      Taipei
    • Year and Date
      2012-09-23
    • Related Report
      2013 Final Research Report
  • [Presentation] カテゴリカル色知覚モデルの構築における偏りのある教師データの学習2012

    • Author(s)
      鎌田悠太郎,矢田紀子,内川恵二,眞鍋佳嗣
    • Organizer
      日本色彩学会第43回全国大会
    • Place of Presentation
      京都
    • Year and Date
      2012-05-26
    • Related Report
      2013 Final Research Report
  • [Presentation] Dichromat's categorical color perception model2012

    • Author(s)
      Noriko Yata, Tomoharu Nagao, Keiji Uchikawa
    • Organizer
      6th European Conference on Colour in Graphics, Imaging, and Vision (CGIV 2012)
    • Place of Presentation
      Amsterdam
    • Year and Date
      2012-05-08
    • Related Report
      2013 Final Research Report
  • [Presentation] Dichromat’s categorical color perception model2012

    • Author(s)
      Noriko Yata, Tomoharu Nagao, Keiji Uchikawa
    • Organizer
      6th European Conference on, Colour in Graphics, Imaging, and Vision (CGIV 2012)
    • Place of Presentation
      University of Amsterdam (Amsterdam, the Netherlands)
    • Related Report
      2012 Research-status Report
  • [Presentation] カテゴリカル色知覚モデルの構築における偏りのある教師データの学習2012

    • Author(s)
      鎌田悠太郎, 矢田紀子, 内川恵二, 眞鍋佳嗣
    • Organizer
      日本色彩学会第43回全国大会
    • Place of Presentation
      京都大学 (京都)
    • Related Report
      2012 Research-status Report
  • [Presentation] An effective training of neural networks for categorical color perception2012

    • Author(s)
      Yutaro Kamata, Noriko Yata, Keiji Uchikawa, Yoshitsugu Manabe
    • Organizer
      Interim Meeting of the International Colour Association (AIC 2012)
    • Place of Presentation
      Chinese Culture University (Taipei, Taiwan)
    • Related Report
      2012 Research-status Report
  • [Presentation] 心理物理実験データからの視覚情報処理メカニズムの理解

    • Author(s)
      矢田紀子, 眞鍋佳嗣
    • Organizer
      電気学会研究会
    • Place of Presentation
      首都大学東京秋葉原サテライトキャンパス,東京
    • Related Report
      2013 Annual Research Report

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Published: 2013-05-31   Modified: 2019-07-29  

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