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Reflectance Estimation and Dataset construction using multiple light sources

Research Project

Project/Area Number 15K06076
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Communication/Network engineering
Research InstitutionThe University of Kitakyushu

Principal Investigator

Okuda Masahiro  北九州市立大学, 国際環境工学部, 教授 (10336943)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,940,000 (Direct Cost: ¥3,800,000、Indirect Cost: ¥1,140,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords画像復元 / 画像分離 / 反射率推定 / ハイパースペクトル画像 / 高ダイナミックレンジ画像 / Unmixing / 環境色除去 / スパースモデリング / 反射率画像 / 固有画像分解 / Local Linear Model
Outline of Final Research Achievements

① We devised a method of separating an image into the reflectance and the shadow image by using flash and no-flash images. Both subjective evaluation and objective evaluation showed that the performance is superior to conventional methods. Also, by developing this approach, we proposed a method to reduce blur in the dark by combining the image using flash and the image taken with high ISO sensitivity. We formulated the image integration problem using Local Linear Model and succeeded in effectively solving by using convex optimization method.
② We proposed a method to obtain the reflectance image at high speed by using the spectral information of each pixel.
Three years of external presentation results were 9 journals of academic journals and 29 conference presentations.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (33 results)

All 2018 2017 2016 2015 Other

All Int'l Joint Research (2 results) Journal Article (9 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 9 results,  Open Access: 6 results,  Acknowledgement Compliant: 4 results) Presentation (17 results) (of which Int'l Joint Research: 11 results,  Invited: 2 results) Book (2 results) Remarks (3 results)

  • [Int'l Joint Research] Brescia University(Italy)

    • Related Report
      2016 Research-status Report
  • [Int'l Joint Research] Brescia University(Italy)

    • Related Report
      2015 Research-status Report
  • [Journal Article] Joint Sparsity and Order Optimization Based on ADMM with Non-Uniform Group Hard Thresholding2018

    • Author(s)
      Ryo Matsuoka, Seisuke Kyochi, Shunsuke Ono, Masahiro Okuda
    • Journal Title

      IEEE Transactions on Circuits and Systems I: Regular Papers

      Volume: 65 Issue: 5 Pages: 1602-1613

    • DOI

      10.1109/tcsi.2017.2763969

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Joint Local Abundance Sparse Unmixing for Hyperspectral Images2017

    • Author(s)
      Rizkinia Mia、Okuda Masahiro
    • Journal Title

      Remote Sensing

      Volume: 9 Issue: 12 Pages: 1224-1224

    • DOI

      10.3390/rs9121224

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Image Processing Using Local Regularization: The Role of Optimization2017

    • Author(s)
      白井 啓一郎、馬場 達也、小野 峻佑、奥田 正浩
    • Journal Title

      IEICE ESS Fundamentals Review

      Volume: 11 Issue: 1 Pages: 40-53

    • DOI

      10.1587/essfr.11.1_40

    • NAID

      130006903456

    • ISSN
      1882-0875
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Computationally Efficient Reflectance Estimation for Hyperspectral Images2017

    • Author(s)
      Takaaki Okabe, Msahiro Okuda
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100.D Issue: 9 Pages: 2253-2256

    • DOI

      10.1587/transinf.2017EDL8051

    • NAID

      130006038496

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Local Spectral Component Decomposition for Multi-channel Image Denoising2016

    • Author(s)
      Mia Rizkinia, Tatsuya Baba, Keiichiro Shirai, Masahiro Okuda
    • Journal Title

      IEEE Trans. on Image Processing

      Volume: Vol.25, Issue:7 Issue: 7 Pages: 3208-3218

    • DOI

      10.1109/tip.2016.2561320

    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Misaligned Image Integration with Local Linear Model2016

    • Author(s)
      Tatsuya Baba, Ryo Matsuoka, Keiichiro Shirai, Masahiro Okuda
    • Journal Title

      IEEE Transactions on Image Processing

      Volume: 25 Issue: 5 Pages: 2035-2044

    • DOI

      10.1109/tip.2016.2535329

    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Weight Optimization for Multiple Image Integration and Its Applications2016

    • Author(s)
      Ryo Matsuoka, Tomohiro Yamauchi, Tatsuya Baba, Masahiro Okuda
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E99.D Issue: 1 Pages: 228-235

    • DOI

      10.1587/transinf.2015EDP7192

    • NAID

      130005116201

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2016 Research-status Report 2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] 露光アンダー/オーバーと焦点ボケを同時にもつ多重露光画像の統合手法2016

    • Author(s)
      松岡 諒, 石橋 治樹, 馬場 達也, 奥田 正浩
    • Journal Title

      電子情報通信学会論文誌(D)

      Volume: Vol.J99-D, No.10 Pages: 1080-1088

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] White Balancing by Using Multiple Images via Intrinsic Image Decomposition2015

    • Author(s)
      Ryo Matsuoka, Tatsuya Baba, Masahiro Okuda
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E98.D Issue: 8 Pages: 1562-1570

    • DOI

      10.1587/transinf.2015EDP7070

    • NAID

      130005090413

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] 画像の周波数スペクトルに対する混合ノルム最小化とパタンノイズの分離法への応用2017

    • Author(s)
      白井啓一郎, 小野峻佑, 奥田正浩
    • Organizer
      電子情報通信学会 画像工学研究会
    • Place of Presentation
      北海道大学(北海道・札幌市)
    • Year and Date
      2017-02-20
    • Related Report
      2016 Research-status Report
  • [Presentation] 強い色かぶりをもつ水中画像の鮮鋭化に関する検討2017

    • Author(s)
      馬場達也, 京地清介, 奥田正浩
    • Organizer
      電子情報通信学会 信号処理研究会
    • Place of Presentation
      大阪市立大学(大阪府・大阪市)
    • Year and Date
      2017-01-19
    • Related Report
      2016 Research-status Report
  • [Presentation] Frequency spectrum regularization for pattern noise removal based on image decomposition2017

    • Author(s)
      Keiichiro Shirai, Shunsuke Ono, and Masahiro Okuda
    • Organizer
      Euro. Signal Process. Conf. (EUSIPCO)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Hyperspectral image restoration based on spatio-spectral structure tensor regularization2017

    • Author(s)
      Ryuji Kurihara, Shunsuke Ono, Keiichiro Shirai, and Masahiro Okuda
    • Organizer
      Hyperspectral image restoration based on spatio-spectral structure tensor regularization
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Image Enhancement Method for Underwater Images based on Discrete Cosine Eigenbasis Transformation2017

    • Author(s)
      Tatsuya Baba, Keishu Nakamura, Seisuke Kyochi, Masahiro Okuda
    • Organizer
      IEEE International Conference on Image Processing (ICIP)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Improved Eigenvalue Shrinkage using Weighted Chebyshev Polynomial Approximation2017

    • Author(s)
      Masaki Onuki, Yuichi Tanaka, Masahiro Okuda
    • Organizer
      IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)
    • Related Report
      2017 Annual Research Report 2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] 'Hyperspectral reflectance estimation based on singular value thresholding2017

    • Author(s)
      Takaaki Okabe, Masahiro Okuda
    • Organizer
      ITC-CSCC
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Simple Thresholding for Reflectance Estimation of Hyperspectral Images2016

    • Author(s)
      Takaaki Okabe, Masahiro Okuda
    • Organizer
      SIP Symposium
    • Place of Presentation
      関西大学(大阪府・吹田市)
    • Year and Date
      2016-11-08
    • Related Report
      2016 Research-status Report
  • [Presentation] 空間-波長構造テンソルに基づくハイパースペクトル画像のための正則化2016

    • Author(s)
      栗原 竜司, 小野 峻佑, 白井 啓一郎, 奥田 正浩
    • Organizer
      SIP Symposium
    • Place of Presentation
      関西大学(大阪府・吹田市)
    • Year and Date
      2016-11-08
    • Related Report
      2016 Research-status Report
  • [Presentation] 画像の局所領域がもつ特徴を利用した画像復元法と最適化の役割2016

    • Author(s)
      白井啓一郎, 馬場達也, 小野峻佑, 奥田正浩
    • Organizer
      日本オペレーションズリサーチ学会 RAMPシンポジウム
    • Place of Presentation
      新潟大学(新潟県・新潟市)
    • Year and Date
      2016-10-13
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Vectorial total variation based on arranged structure tensor for multichannel image restoration2016

    • Author(s)
      Shunsuke Ono, Keiichiro Shirai, and Masahiro Okuda
    • Organizer
      IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)
    • Place of Presentation
      Shanghai International Convention Center, Shanhai, China
    • Year and Date
      2016-03-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] An automatic yearbook style photo generation method using color grading and guide image filtering based facial skin color correction2015

    • Author(s)
      Tatsuya Baba, Yusuke Tatesumi, Keiichiro Shirai, Masahiro Okuda
    • Organizer
      IAPR Asian Conference on Pattern Recognition
    • Place of Presentation
      ALOFT KUALA LUMPUR SENTRAL HOTEL, Kuala Lumpur, Malaysia
    • Year and Date
      2015-11-03
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Reflectance Estimation Using Multiple Exposure Images2015

    • Author(s)
      Yusuke Shirahashi, Ryo Matsuoka, Masahiro Okuda
    • Organizer
      IEEE Global Conference on Consumer Electronics
    • Place of Presentation
      Osaka International Conference, Center, Osaka city, Osaka Pref., Japan
    • Year and Date
      2015-10-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Regularization Approach for Bayer Reconstruction in Lossy Image Coding by Inverse Demosaicing2015

    • Author(s)
      Masao Yamagishi, Seisuke Kyochi, Keiichiro Shirai, Masahiro Okuda
    • Organizer
      IEEE International Conference on Image Processing
    • Place of Presentation
      Quebec City Convention Centre, Quebec, Canada
    • Year and Date
      2015-09-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Multiple Exposure Integration for Restoring All In-Focus Images2015

    • Author(s)
      Ryo Matsuoka, Tatsuya Baba, Masahiro Okuda
    • Organizer
      IEEE International Conference on Image Processing
    • Place of Presentation
      Quebec City Convention Centre, Quebec, Canada
    • Year and Date
      2015-09-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Reflectance Estimation and White Balancing Using Multiple Images2015

    • Author(s)
      Ryo Matsuoka, Tatsuya Baba, Masahiro Okuda,
    • Organizer
      IEEE International Conference on Image Processing
    • Place of Presentation
      Quebec City Convention Centre, Quebec, Canada
    • Year and Date
      2015-09-27
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 固有画像分解とその応用2015

    • Author(s)
      奥田正浩
    • Organizer
      電子情報通信学会スマートインフォメディアシステム研究会
    • Place of Presentation
      アルカス、佐世保、長崎
    • Year and Date
      2015-06-08
    • Related Report
      2015 Research-status Report
    • Invited
  • [Book] High Dynamic Range Video2016

    • Author(s)
      F. Gurri, M. Okuda
    • Total Pages
      630
    • Publisher
      Elsevier
    • Related Report
      2016 Research-status Report
  • [Book] HDR Image Watermarking (High Dynamic Range Video のBook Chapter 22を担当 )2016

    • Author(s)
      Fabrizio Guerrini, Masahiro Okuda, Nicola Adami, Ricardo Leonardi
    • Total Pages
      630
    • Publisher
      Elsevier
    • Related Report
      2015 Research-status Report
  • [Remarks] 奥田研究室

    • URL

      http://vig.is.env.kitakyu-u.ac.jp/publications/

    • Related Report
      2017 Annual Research Report
  • [Remarks] 研究室HP

    • URL

      http://vig.is.env.kitakyu-u.ac.jp/

    • Related Report
      2016 Research-status Report
  • [Remarks] 奥田研究室

    • URL

      http://vig.is.env.kitakyu-u.ac.jp/Japanese/j_index.html

    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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