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Single-image understanding under unknown radiometric response functions

Research Project

Project/Area Number 26540088
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Perceptual information processing
Research InstitutionKyushu Institute of Technology

Principal Investigator

Okabe Takahiro  九州工業大学, 大学院情報工学研究院, 教授 (00396904)

Co-Investigator(Kenkyū-buntansha) 佐藤 洋一  東京大学, 生産技術研究所, 教授 (70302627)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2016: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsコンピュータビジョン / イメージベーストモデリング / コンピュータグラフィックス
Outline of Final Research Achievements

In this study, we have developed an image-based technique for recovering the description of a scene such as shape, reflectance, and illumination from a single image taken by a consumer camera with an unknown and nonlinear radiometric response function. Specifically, we proposed a joint estimation of an illumination distribution and a response function on the basis of their low-dimensional linear models, a joint estimation of surface reflectance and a response function via entropy minimization, and a joint estimation of an illumination distribution, surface reflectance, and a response function by combining the above two methods. In addition, we investigated how the surface shape recovered by conventional shape from shading is distorted by nonlinear response functions, and tried to jointly estimate surface shape and a response function on the basis of the integrability constraint.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • Research Products

    (7 results)

All 2016 2015 2014 Other

All Presentation (6 results) Remarks (1 results)

  • [Presentation] カメラ応答関数未知の単一画像からの形状復元は可能か?2016

    • Author(s)
      小田武蔵, 岡部孝弘
    • Organizer
      情報処理学会コンピュータビジョンとメディア理解研究会
    • Place of Presentation
      立命館大学(大阪府茨木市)
    • Year and Date
      2016-05-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] カメラ応答関数未知の単一画像からの形状復元2016

    • Author(s)
      小田武蔵, 岡部孝弘
    • Organizer
      電子情報通信学会 2016年総合大会
    • Place of Presentation
      九州大学(福岡県福岡市)
    • Year and Date
      2016-03-15
    • Related Report
      2015 Research-status Report
  • [Presentation] カメラレスポンス関数未知の単一画像からのテクスチャと光源分布の推定2016

    • Author(s)
      大田秀弥, 岡部孝弘
    • Organizer
      情報処理学会 コンピュータビジョンとメディア理解研究会
    • Place of Presentation
      金沢工業大学(石川県野々市市)
    • Year and Date
      2016-03-03
    • Related Report
      2015 Research-status Report
  • [Presentation] カメラレスポンス関数未知の単一画像からのテクスチャ推定2015

    • Author(s)
      鍋島美希子, 岡部孝弘
    • Organizer
      情報処理学会 第77回全国大会
    • Place of Presentation
      京都大学(京都府京都市)
    • Year and Date
      2015-03-17 – 2015-03-19
    • Related Report
      2014 Research-status Report
  • [Presentation] Does Inverse Lighting Work Well under Unknown Response Function?2015

    • Author(s)
      Shuya Ohta, Takahiro Okabe
    • Organizer
      The 10th International Conference on Computer Vision Theory and Applications (VISAPP2015)
    • Place of Presentation
      ベルリン(ドイツ)
    • Year and Date
      2015-03-11 – 2015-03-14
    • Related Report
      2014 Research-status Report
  • [Presentation] 単一画像からの光源分布とカメラレスポンス関数の同時推定2014

    • Author(s)
      大田秀弥, 岡部孝弘
    • Organizer
      情報処理学会研究報告 CVIM
    • Place of Presentation
      近畿大学(大阪府東大阪市)
    • Year and Date
      2014-05-15 – 2014-05-16
    • Related Report
      2014 Research-status Report
  • [Remarks] 九州工業大学情報工学部知能情報工学科岡部研究室ホームページ

    • URL

      http://www.pluto.ai.kyutech.ac.jp/~okabe/

    • Related Report
      2016 Annual Research Report 2015 Research-status Report 2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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