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Research on visualization of attractive image representation in mind

Research Project

Project/Area Number 17K00380
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Kansei informatics
Research InstitutionOsaka University

Principal Investigator

Naito Tomoyuki  大阪大学, 医学系研究科, 講師 (90403188)

Co-Investigator(Kenkyū-buntansha) 松本 絵理子  神戸大学, 国際文化学研究科, 教授 (00403212)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Keywordsmental template / reverse correlation / facial beautifulness / facial attractiveness / mental image / 心的テンプレート / 敵対的生成ネットワーク / 逆相関法 / 特徴ベクトル / 美醜 / 顔 / 深層畳み込みニューラルネットワーク / 心理学的逆相関法 / 美醜評定課題 / 深層学習 / 顔画像 / 心的表象 / 逆相関 / 魅力イメージ / イメージ分類法 / 可視化
Outline of Final Research Achievements

In this study, we developed a visualization technique for common attractive images using the reverse correlation method. First, from the results of a sensitivity evaluation task for paintings, we found that beauty and ugliness, liking and disliking, and artistry differ greatly among individuals and are difficult to explain by low-order image characteristics of stimuli such as image color statistics. Next, using the psychological reverse correlation method, we investigated whether it is possible to visualize the ideal image of facial beauty and ugliness. The results showed that it is possible to visualize the ideal image of facial aesthetics and ugliness from the results of the 2AFC aesthetics and ugliness sensitivity evaluation task with 2000 to 2500 trials.

Academic Significance and Societal Importance of the Research Achievements

本研究の結果から、顔の美醜判断において人は「心的テンプレート」と呼ばれる理想的な美(醜)顔イメージを心的に有しており、このイメージと眼前の顔画像との類似性から美醜判断を行っていることが明らかとなった。本研究では顔美醜心的テンプレートを可視化する技術の開発に成功した。顔美醜に関する心的テンプレートの存在を実験的に示したのは本研究がはじめてであり、学術的は極めて高い。また、今後同技術を応用することで化粧や美容整形分野での応用が期待される。

Report

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

    (24 results)

All 2021 2020 2019 2018 2017 Other

All Journal Article (5 results) (of which Peer Reviewed: 4 results,  Open Access: 2 results) Presentation (13 results) (of which Int'l Joint Research: 3 results,  Invited: 7 results) Book (1 results) Remarks (3 results) Patent(Industrial Property Rights) (2 results) (of which Overseas: 1 results)

  • [Journal Article] Experimental verification for perceptual and cognitive processing of visual aesthetic experience.2021

    • Author(s)
      Wakabayashi M, Kitaguchi M, Sato H, Naito T.
    • Journal Title

      Vision Research

      Volume: in press Pages: 1-9

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Reconstructed spatial receptive field structures by reverse correlation technique explains the visual feature selectivity of the unit in the deep convolutional neural network.2021

    • Author(s)
      Shiraishi RY, Sato H, Sanada MT, Naito T.
    • Journal Title

      arXiv

      Volume: 2103.02587 Pages: 1-28

    • Related Report
      2020 Annual Research Report
    • Open Access
  • [Journal Article] Development of a highly sensitive color vision inspection system2020

    • Author(s)
      Kitaguchi M, Naito T, Sato H
    • Journal Title

      IEICE Tech. Rep.

      Volume: 120 Pages: 25-28

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Association between Physical Activity Introduced Using the Stages-of-Change Model and Depressive Symptoms in University Freshmen2019

    • Author(s)
      藤田 和樹, 小島 理永, 島本 英樹, 内藤 智之
    • Journal Title

      Japanese Journal of School Health

      Volume: 61 Issue: 5 Pages: 246-257

    • DOI

      10.20812/jpnjschhealth.61.5_246

    • NAID

      130007771230

    • ISSN
      0386-9598, 2434-835X
    • Year and Date
      2019-12-20
    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] 個人の美イメージの可視化2018

    • Author(s)
      内藤智之
    • Journal Title

      Imaging Conference Japan 2018論文集

      Volume: 1 Pages: 55-56

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Presentation] AIによるdeepfake絵画生成とその精度の検証2021

    • Author(s)
      上田悠佳、内藤智之
    • Organizer
      日本視覚学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] AI芸術家の色使い2020

    • Author(s)
      内藤智之
    • Organizer
      日本色彩学会
    • Related Report
      2020 Annual Research Report
    • Invited
  • [Presentation] 深層学習を用いた心的テンプレートの可視化研究2020

    • Author(s)
      内藤智之
    • Organizer
      視覚科学フォーラム
    • Related Report
      2020 Annual Research Report
  • [Presentation] Visualizing Mental Template of Attractive Facial Images of Humans and Deep Neural Network2019

    • Author(s)
      Naito T, Imai R, Sato H.
    • Organizer
      Data Science, Statistics & Visualisation 2019 Symposium
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Transplantation of taste for facial attractiveness of individuals to deep convolutional neural network2019

    • Author(s)
      Naito T
    • Organizer
      Asian-Pacific Conference on Vision 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Spatial receptive field of convolutional units of deep neural network reconstructed by spike-triggered covariance method2019

    • Author(s)
      Shiraishi, Mori, Sato, Naito
    • Organizer
      Cognitive Neuroscience 2018
    • Related Report
      2018 Research-status Report
  • [Presentation] 個人の美イメージの可視化2018

    • Author(s)
      内藤智之
    • Organizer
      日本画像学会第121回年次大会Imageing Conference JAPAN 2018
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 逆相関法による視覚ニューロン,ヒトの感性,及び深層学習ユニットの特徴選択性の評価2018

    • Author(s)
      内藤智之
    • Organizer
      大阪大学数理・データ科学教育研究センターセミナー 生体情報の数理モデリングと統計解析
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 畳込みニューラルネットワークを用いた人感性情報処理メカニズムの解明2018

    • Author(s)
      内藤智之
    • Organizer
      未来医療セミナー
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 醜顔の心的表象とその可視化2018

    • Author(s)
      内藤智之
    • Organizer
      日本心理学会第82回大会シンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] 逆相関法による視覚ニューロン,ヒトの感性,及び深層学習ユニットの特徴選択性の評価2018

    • Author(s)
      内藤智之
    • Organizer
      2018数理データ科学アドバンストセミナー
    • Related Report
      2017 Research-status Report
    • Invited
  • [Presentation] Visualization of beautiful and ugly face mental representations of individuals2017

    • Author(s)
      Naito T, Hirogaki K, Shiraishi S, Sato H
    • Organizer
      40th European Conference on Visual Perception
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 魅力顔・非魅力顔の心的表象の可視化と個人差の検討2017

    • Author(s)
      内藤智之,廣垣敬太,白石祥之,佐藤宏道
    • Organizer
      第22回日本顔学会大会
    • Related Report
      2017 Research-status Report
  • [Book] PsychoPyでつくる心理学実験2020

    • Author(s)
      J. Peirce、M. MacAskill、蘆田 宏、十河 宏行、川島朋也、藏口佳奈、内藤智之、松本絵理子
    • Total Pages
      328
    • Publisher
      朝倉書店
    • ISBN
      4254520298
    • Related Report
      2020 Annual Research Report
  • [Remarks] 内藤智之

    • URL

      https://sites.google.com/site/naitotomoyuki/re-vision-japanese

    • Related Report
      2020 Annual Research Report
  • [Remarks] 大阪大学認知行動科学教室

    • URL

      http://www.vision.hss.osaka-u.ac.jp

    • Related Report
      2018 Research-status Report
  • [Remarks]

    • URL

      https://sites.google.com/site/naitotomoyuki/re-vision-japanese

    • Related Report
      2017 Research-status Report
  • [Patent(Industrial Property Rights)] 心的イメージ可視化方法、心的イメージ可視化装置及びプログラム2021

    • Inventor(s)
      内藤智之、今井亮太
    • Industrial Property Rights Holder
      内藤智之、今井亮太
    • Industrial Property Rights Type
      特許
    • Filing Date
      2021
    • Related Report
      2020 Annual Research Report
    • Overseas
  • [Patent(Industrial Property Rights)] 心的イメージ可視化方法、心的イメージ可視化装置及びプログラム2020

    • Inventor(s)
      内藤智之
    • Industrial Property Rights Holder
      内藤智之
    • Industrial Property Rights Type
      特許
    • Filing Date
      2020
    • Related Report
      2019 Research-status Report

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Published: 2017-04-28   Modified: 2022-01-27  

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