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Principal component analysis for reflection components and structure in the facial image and synthesis of the facial image

Research Project

Project/Area Number 24560040
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Applied optics/Quantum optical engineering
Research InstitutionChiba University

Principal Investigator

TSUMURA Norimichi  千葉大学, 融合科学研究科(研究院), 准教授 (00272344)

Co-Investigator(Renkei-kenkyūsha) YAMAMOTO Shoji  東京都立産業技術高等専門学校, ものづくり工学科, 教授 (70469576)
OGAWA Keiko  金沢大学, 医学部附属病院, 教授 (30514575)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2014: ¥130,000 (Direct Cost: ¥100,000、Indirect Cost: ¥30,000)
Fiscal Year 2013: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2012: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords肌 / 質感 / 解析 / 主成分分析 / 顔画像 / 個性 / 光散乱 / 3次元
Outline of Final Research Achievements

In this research, principal component analysis is applied to pigmentation distributions, surface reflectance components and facial landmarks in the whole facial images to obtain feature values. Furthermore, the relationship between the obtained feature vectors and age is estimated by multiple regression analysis to modulate facial images in woman of ages 10 to 70. In the beauty industry, the synthesis of skin texture is based on these two kinds of feature values. In our previous work, we analyzed only pigmentation distributions and the reproduced images looked younger than the reproduced age in many instances by the subjective evaluation. We considered that this happened because we did not modulate the facial structures and detailed surfaces such as wrinkles. By analyzing landmarks represented facial structures and surface reflectance components, we analyze the variation of facial structures and fine asperity distributions as well as pigmentation distributions in the whole face.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (4 results)

All 2014 2013

All Journal Article (2 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 1 results) Presentation (1 results) Patent(Industrial Property Rights) (1 results)

  • [Journal Article] Principal component analysis for whole facial image with pigmentation separation and application to predict the facial images in various ages2014

    • Author(s)
      5.Saori Toyota, Izumi Fujiwara, Misa Hirose, Nobutoshi Ojima, Keiko Ogawa-Ochiai, Norimichi Tsumura
    • Journal Title

      Journal of Imaging Science and Technology

      Volume: 58 Pages: 0205031-11

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Measuring oxygen saturation of skin with advancing age using iterative optical path-length matrix method"2013

    • Author(s)
      Satoshi Yamamoto, Shumpei Watanabe, Izumi Fujiwara, Norimichi Tsumura, Tetsuo Akiba, Keiko Ogawa-Ochiai
    • Journal Title

      Artif Life Robotics

      Volume: 18 Pages: 165-171

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Principal component analysis for pigmentation distribution in whole facial image and prediction of the facial image in various ages2013

    • Author(s)
      1.S Toyota, I Fujiwara, M Hirose, N Ojima, K Ogawa-Ochiai, N Tsumura
    • Organizer
      Color and Imaging Conference
    • Place of Presentation
      USA, Albuquerque
    • Related Report
      2013 Research-status Report
  • [Patent(Industrial Property Rights)] 顔画像分析方法及び顔画像分析装置2013

    • Inventor(s)
      津村他
    • Industrial Property Rights Holder
      千葉大学,花王株式会社
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2013-110352
    • Filing Date
      2013-05-24
    • Related Report
      2013 Research-status Report

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

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