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Skin modeling and apperance reproduction considering fine hair and pigment distribution with spectral image analysis

Research Project

Project/Area Number 17K00255
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionOsaka Electro-Communication University

Principal Investigator

Doi Motonori  大阪電気通信大学, 情報通信工学部, 准教授 (00304155)

Project Period (FY) 2017-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2017: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords画像合成 / 皮膚 / 産毛 / 色素斑 / 皮膚画像合成 / 色素斑合成 / 質感再現 / 皮膚画像 / 色素分布 / 分光撮影 / マイクロスコープ / 産毛の散乱 / 皮膚の質感再現 / 画像 / 計測工学
Outline of Final Research Achievements

The aim of this study is to generate photorealistic high resolution skin images. Analysis and synthesis were done for fine hair and pigmented spots, respectively. Fine hairs were observed with a microscope, and the results were used to synthesize the hair effect to skin image. The intersection point of the skin sulcus was detected by image processing, and the fine hairs were synthesized to grow from these detected points. For pigmented spots, we created pigmented spot patterns by applying deep-learning models such as DCGAN, and synthesized them into a skin image considering the absorption of pigment based on spectral analysis.

Academic Significance and Societal Importance of the Research Achievements

CGにより生成された人物画像に対する現実の人物との違和感は肌の質感が大きいと考えられる.
本研究により,肌のきめが見えるレベルの皮膚画像に対し,微細な産毛や色素の分布を考慮することで,皮膚の高質感画像生成が可能になったと考えられる.
本研究の成果は特にCGにおける質感付与に寄与できると考えられる.また,皮膚に関する医療分野での応用や化粧の効果のシミュレーションなどの産業分野での応用が期待される.

Report

(7 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (11 results)

All 2023 2022 2021 2019 Other

All Presentation (9 results) (of which Int'l Joint Research: 2 results) Remarks (2 results)

  • [Presentation] 皮膚画像からの毛穴の検出方法の検討2023

    • Author(s)
      武田 悠希,土居 元紀
    • Organizer
      第67回システム制御情報学会研究発表講演会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 皮膚画像からの毛穴の検出に基づく産毛の画像合成2022

    • Author(s)
      武田 悠希,土居 元紀
    • Organizer
      第39回センシングフォーラム
    • Related Report
      2022 Annual Research Report
  • [Presentation] VQ-VAE-2を用いた皮膚の色素斑画像生成2022

    • Author(s)
      氏原 祐貴,土居 元紀,西 省吾,来海 暁
    • Organizer
      令和3年度日本色彩学会関西支部大会発表論文集
    • Related Report
      2021 Research-status Report
  • [Presentation] 皮膚の見えにおける産毛の影響の検討2021

    • Author(s)
      土居 元紀,西 省吾,来海 暁
    • Organizer
      令和2年度日本色彩学会関西支部大会
    • Related Report
      2020 Research-status Report
  • [Presentation] 深層学習を用いた画像生成による皮膚の色素斑画像合成2021

    • Author(s)
      氏原 祐貴,土居 元紀,西 省吾,来海 暁
    • Organizer
      令和2年度日本色彩学会関西支部大会
    • Related Report
      2020 Research-status Report
  • [Presentation] 深層学習を用いた画像生成による皮膚の色素斑画像生成2021

    • Author(s)
      氏原 祐貴,土居 元紀,西 省吾,来海 暁
    • Organizer
      日本色彩学会視覚情報基礎研究会第40回研究発表会
    • Related Report
      2020 Research-status Report
  • [Presentation] Appearance Reproduction of Skin with Pigment Concentration Pattern Generated by Deep Convolutional Generative Adversarial Networks2019

    • Author(s)
      Motonori Doi,Akira Kimachi and Shogo Nishi
    • Organizer
      The 5th Asia Color Association Conference
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Acquisition of 3D data and spectral color by using RGBD camera and programmable light source2019

    • Author(s)
      Motonori Doi , Norifumi Nishida, Akira Kimachi and Shogo Nishi
    • Organizer
      CCIW2019
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] DCGANを用いた色素斑形状自動生成と皮膚画像への合成2019

    • Author(s)
      土居 元紀.伊藤 紘輝,来海 暁,西 省吾
    • Organizer
      平成30年度日本色彩学会関西支部大会
    • Related Report
      2018 Research-status Report
  • [Remarks] 大阪電気通信大学 教員情報データベース

    • URL

      https://research.osakac.ac.jp/index.php?%E5%9C%9F%E5%B1%85%E3%80%80%E5%85%83%E7%B4%80

    • Related Report
      2022 Annual Research Report 2021 Research-status Report 2020 Research-status Report
  • [Remarks] 大阪電気通信大学 教員情報データベース

    • URL

      https://research.osakac.ac.jp/index.php?%E5%9C%9F%E5%B1%85%E3%80%80%E5%85%83%E7%B4%80

    • Related Report
      2019 Research-status Report 2018 Research-status Report

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Published: 2017-04-28   Modified: 2024-01-30  

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