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Real time multi-view light field image coding using sparse representation

Research Project

Project/Area Number 15K00257
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionKurume National College of Technology

Principal Investigator

Kuroki Yoshimitsu  久留米工業高等専門学校, 制御情報工学科, 教授 (60290847)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsライトフィールド画像 / 分散圧縮符号化 / 多視点画像処理 / 信号のスパース表現 / 凸最適化問題 / エピポーラ幾何
Outline of Final Research Achievements

The purpose of this research is to develop real time encoding of multi-view images captured by light field cameras. This camera itself can capture multi-view images. By employing the distributed sparse coding framework, which is different from international standards, we achieve the purpose. The encoder of this framework is very simple: the encoder just multiplies given images by a low-rank random matrix. The decoder estimates the original images on the assumption of the images' sparseness. This framework decreases energy consumption of encoders, and powerful server machines on "cloud" decode the images. Then, this scheme contributes to IoT environment. This research designs the sparse dictionaries as a convex optimization problem, and improves reconstructed image quality and efficiency by applying TV-l1 for disparity prediction. This work also developed accurate estimation of the fundamental matrix of the epipolar geometry.

Report

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

    (19 results)

All 2018 2017 2016 2015 Other

All Journal Article (8 results) (of which Peer Reviewed: 8 results,  Open Access: 8 results,  Acknowledgement Compliant: 4 results) Presentation (5 results) (of which Int'l Joint Research: 1 results) Remarks (6 results)

  • [Journal Article] L0 norm restricted LIC with ADMM2018

    • Author(s)
      Kubota Shohei、Yoshida Ryoichiro、Kuroki Yoshimitsu
    • Journal Title

      IWAIT 2018

      Volume: - Pages: 1-4

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Distributed compressed hyper spectral image sending using ADMM2018

    • Author(s)
      Hirakawa Tomoya、Chigita Kazuki、Kuroki Yoshimitsu
    • Journal Title

      IWAIT 2018

      Volume: - Pages: 1-4

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Dictionary design and disparity interpolation on distributed compressed sensing for light field image2017

    • Author(s)
      Akiyoshi Yusaku、Sumi Taichi、Kuroki Yoshimitsu
    • Journal Title

      APSIPA-ASC 2017

      Volume: - Pages: 279-282

    • DOI

      10.1109/apsipa.2017.8282035

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Sift feature point selection by using image segmentation2017

    • Author(s)
      Nakashima Yuji、Kuroki Yoshimitsu
    • Journal Title

      ISPACS 2017

      Volume: - Pages: 275-280

    • DOI

      10.1109/ispacs.2017.8266488

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fast implementation of Gaussian filter by parallel processing of binominal filter2016

    • Author(s)
      Takahiro Yano and Yoshimitsu Kuroki
    • Journal Title

      2016 IEEE International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS)

      Volume: - Pages: 1-5

    • DOI

      10.1109/ispacs.2016.7824738

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Distributed compressed video sensing of multi-view images using ADMM2016

    • Author(s)
      Taichi Sumi, Ikumi Nakamura, and Yoshimitsu Kuroki
    • Journal Title

      2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA)

      Volume: - Pages: 1-5

    • DOI

      10.1109/apsipa.2016.7820808

    • NAID

      40020849522

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Image recovery by D-SET framework with improved BNN2015

    • Author(s)
      Teruaki Fujiyoshi, Syunya Fukunaga, and Yoshimitsu Kuroki
    • Journal Title

      2015 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS)

      Volume: - Pages: 210-215

    • DOI

      10.1109/ispacs.2015.7432767

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Robust keypoint detection against affine transformation using moment invariants on intrinsic mode function2015

    • Author(s)
      Satoru Motomatsu, Kosuke Takenaka, and Yoshimitsu Kuroki
    • Journal Title

      2015 International Conference on Intelligent Informatics and Biomedical Sciences (ICIIBMS)

      Volume: - Pages: 403-407

    • DOI

      10.1109/iciibms.2015.7439463

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Presentation] SIFT feature points selection using graph cut2017

    • Author(s)
      Yuji Nakamura and Yoshimitsu Kuroki
    • Organizer
      International Workshop on Advanced Image Technology
    • Place of Presentation
      マレーシア,ペナン
    • Year and Date
      2017-01-08
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] ADMMによる多視点画像の分散圧縮符号化2016

    • Author(s)
      角 太智,中村郁海,黒木祥光
    • Organizer
      電子情報通信学会画像工学研究会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2016-05-19
    • Related Report
      2016 Research-status Report
  • [Presentation] 二項フィルタの並列処理によるガウシアンフィルタの高速化2016

    • Author(s)
      矢野貴大,黒木祥光
    • Organizer
      電子情報通信学会画像工学研究会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2016-05-19
    • Related Report
      2016 Research-status Report
  • [Presentation] ライトフィールドカメラにおける 視点間画像の冗長性削減に関する研究2015

    • Author(s)
      角 太智,黒木祥光
    • Organizer
      画像符号化シンポジウム/映像メディア処理シンポジウム
    • Place of Presentation
      ラフォーレ修善寺
    • Year and Date
      2015-11-18
    • Related Report
      2015 Research-status Report
  • [Presentation] 固有モード関数上でのアフィンモーメント不変量を用いた 特徴点抽出に関する研究2015

    • Author(s)
      本松 覚,竹中孝介,黒木祥光
    • Organizer
      画像符号化シンポジウム/映像メディア処理シンポジウム
    • Place of Presentation
      ラフォーレ修善寺
    • Year and Date
      2015-11-18
    • Related Report
      2015 Research-status Report
  • [Remarks] 久留米高専産学民連携テクノセンター研究者プロフィール 黒木祥光

    • URL

      http://www.kurume-nct.ac.jp/RCTC/profile/CIS/kuroki.html

    • Related Report
      2017 Annual Research Report
  • [Remarks] J-GLOBAL 黒木祥光

    • URL

      http://jglobal.jst.go.jp/public/200901046647963208

    • Related Report
      2017 Annual Research Report
  • [Remarks] 久留米高専産学連携テクノセンター研究者プロフィール 黒木祥光

    • URL

      http://www101.cc.kurume-nct.ac.jp/profile/CIS/kuroki.html

    • Related Report
      2016 Research-status Report
  • [Remarks] J-GLOBAL 黒木祥光

    • URL

      http://jglobal.jst.go.jp/public/200901046647963208

    • Related Report
      2016 Research-status Report
  • [Remarks] 久留米高専産学民連携テクノセンター研究者プロフィール 黒木祥光

    • URL

      http://www101.cc.kurume-nct.ac.jp/profile/CIS/kuroki.html

    • Related Report
      2015 Research-status Report
  • [Remarks] J-GROBAL 黒木祥光

    • URL

      http://jglobal.jst.go.jp/detail/?JGLOBAL_ID=200901046647963208

    • Related Report
      2015 Research-status Report

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

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