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Learning-Based Design and Implementation of Non-separable Oversampled Lapped Transforms for Multidimensional Signal Restoration

Research Project

Project/Area Number 26420347
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Communication/Network engineering
Research InstitutionNiigata University

Principal Investigator

Muramatsu Shogo  新潟大学, 自然科学系, 准教授 (30295472)

Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2014: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords冗長変換 / スパース表現 / ボリュームデータ復元 / 辞書学習 / GPGPU実装 / 確率的勾配降下法 / タイトフレーム / 画像処理 / 実時間実装 / 組込みビジョン
Outline of Final Research Achievements

In this project, we proposed a multidimensional transform with the redundant, non-separable, overlapped, symmetric, compact-supported and tight property. We also conducted the theoretical analysis, design, implementation, and application development. First, we extended the existing non-separable lapped orthogonal transform to redundant configuration and clarify its properties. As well, we proposed an example-based learning design method and showed its effectiveness. In addition, we showed the possibility of real-time processing through GPGPU/FPGA implementation. Besides, it was applied to image/volumetric data restoration and validity was confirmed. We also extended the proposed transform to complex coefficient type as preparation for application development to complex image restoration processing.

Report

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

    (35 results)

All 2017 2016 2015 2014 Other

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Acknowledgement Compliant: 4 results,  Open Access: 1 results) Presentation (25 results) (of which Int'l Joint Research: 6 results,  Invited: 1 results) Remarks (5 results)

  • [Journal Article] Multidimensional Nonseparable Oversampled Lapped Transforms: Theory and Design2017

    • Author(s)
      Shogo Muramatsu, Kosuke Furuya and Naotaka Yuki
    • Journal Title

      IEEE Trans. on Signal Processing

      Volume: 65 Issue: 5 Pages: 1251-1264

    • DOI

      10.1109/tsp.2016.2633240

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Boundary Operation of 2D Non-separable Oversampled Lapped Transforms2016

    • Author(s)
      Kosuke Furuya, Shintaro Hara, Kenta Seino and Shogo Muramatsu
    • Journal Title

      APSIPA Transactions on Signal and Information Processing

      Volume: 5 Issue: 1 Pages: 1-9

    • DOI

      10.1017/atsip.2016.3

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] SURE-LET Poisson Denoising with Multiple Directional LOTs2015

    • Author(s)
      Zhiyu Chen and Shogo Muramatsu
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E98.A Issue: 8 Pages: 1820-1828

    • DOI

      10.1587/transfun.E98.A.1820

    • NAID

      130005089911

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Multi-Focus Image Fusion Based on Multiple Directional LOTs2015

    • Author(s)
      Zhiyu Chen and Shogo Muramatsu
    • Journal Title

      IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

      Volume: E98.A Issue: 11 Pages: 2360-2365

    • DOI

      10.1587/transfun.E98.A.2360

    • NAID

      130005105521

    • ISSN
      0916-8508, 1745-1337
    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Redundant Transforms and Its Application to Image Restoration2014

    • Author(s)
      村松正吾
    • Journal Title

      NIHON GAZO GAKKAISHI (Journal of the Imaging Society of Japan)

      Volume: 53 Issue: 4 Pages: 290-300

    • DOI

      10.11370/isj.53.290

    • NAID

      130004678693

    • ISSN
      1344-4425, 1880-4675
    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Adaptive Learning Rate Control for Nonseparable Oversampled Lapped Transform Design2017

    • Author(s)
      Genki Fujii and Shogo Muramatsu
    • Organizer
      International Technical Conference on Circuits/Systems, Computers and Communications
    • Place of Presentation
      Busan, Koera
    • Year and Date
      2017-07-02
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 確率的勾配降下法による非分離冗長重複変換設計の学習率制御の検討2017

    • Author(s)
      藤井元暉・村松正吾
    • Organizer
      電子情報通信学会信号処理研究会
    • Place of Presentation
      名古屋工業大学(愛知県)
    • Year and Date
      2017-05-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] 複素非分離冗長重複変換を用いたレーダ画像ノイズ除去の検討2017

    • Author(s)
      長山知司、村松正吾、山田寛喜、杉山裕一
    • Organizer
      電子情報通信学会信号処理研究会
    • Place of Presentation
      沖縄産業支援センター(沖縄県)
    • Year and Date
      2017-03-01
    • Related Report
      2016 Annual Research Report
  • [Presentation] Fast Convolution Technique for Non-separable Oversampled Lapped Transforms2016

    • Author(s)
      Kota Horiuchi and Shogo Muramatsu
    • Organizer
      APSIPA Annual Summit and Conference 2016
    • Place of Presentation
      Jeju, Korea
    • Year and Date
      2016-12-13
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 重複加算法による非分離冗長重複変換の組み込み実装2016

    • Author(s)
      今井 啓太,村松 正吾
    • Organizer
      電子情報通信学会信越支部大会
    • Place of Presentation
      長岡技術科学大学(新潟県)
    • Year and Date
      2016-10-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] Efficient Parameter Optimization for Example-based Design of Nonseparable Oversampled Lapped Transform2016

    • Author(s)
      Shogo Muramatsu, Masaki Ishii and Zhiyu Chen
    • Organizer
      IEEE International Conference on Image Processing 2016
    • Place of Presentation
      Phoenix, USA
    • Year and Date
      2016-09-25
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 複素非分離冗長重複変換の設計2016

    • Author(s)
      長山知司,村松正吾
    • Organizer
      電子情報通信学会信号処理研究会
    • Place of Presentation
      千葉工業大学(千葉県)
    • Year and Date
      2016-08-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] Embedded Implementation Model of 2-D Non-separable Oversampled Lapped Transforms for Video Processing2016

    • Author(s)
      Keita Imai and Shogo Muramatsu
    • Organizer
      International Technical Conference on Circuits/Systems, Computers and Communications 2016
    • Place of Presentation
      沖縄市町村自治会館(沖縄県)
    • Year and Date
      2016-07-10
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multi-focus Pixel-based Image Fusion in Dual Domain2016

    • Author(s)
      Zhiyu Chen and Shogo Muramatsu
    • Organizer
      IEEE International Conference on Acoustics, Speech and Signal Processing 2016
    • Place of Presentation
      上海(中華人民共和国)
    • Year and Date
      2016-03-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 3-D OCT Data Denoising with Non-separable Oversampled Lapped Transform2015

    • Author(s)
      Shogo Muramatsu, Samuel Choi and Takumi Kawamura
    • Organizer
      APSIPA Annual Summit and Conference 2015
    • Place of Presentation
      香港(中華人民共和国)
    • Year and Date
      2015-12-16
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] 非分離冗長重複変換の事例学習設計における効果的辞書更新2015

    • Author(s)
      村松正吾,石井雅基
    • Organizer
      第30回信号処理シンポジウム
    • Place of Presentation
      スパリゾートハワイアンズ(福島県)
    • Year and Date
      2015-11-04
    • Related Report
      2015 Research-status Report
  • [Presentation] 多次元非分離冗長重複変換のFFT領域並列高速化2015

    • Author(s)
      堀内洸汰,村松正吾
    • Organizer
      第30回信号処理シンポジウム
    • Place of Presentation
      スパリゾートハワイアンズ(福島県)
    • Year and Date
      2015-11-04
    • Related Report
      2015 Research-status Report
  • [Presentation] ピンホールカメラを用いた平板金属加工検査システムのための学習辞書による画像ボケ除去2015

    • Author(s)
      押木友裕,村松正吾,鈴木孝昌,村田光由,追立俊朗
    • Organizer
      第30回信号処理シンポジウム
    • Place of Presentation
      スパリゾートハワイアンズ(福島県)
    • Year and Date
      2015-11-04
    • Related Report
      2015 Research-status Report
  • [Presentation] ピンホールカメラを用いた平板金属加工検査システムとボケ除去に関する検討2015

    • Author(s)
      押木友裕,村松正吾,鈴木孝昌,村田光由,追立俊朗
    • Organizer
      電子情報通信学会信越支部大会
    • Place of Presentation
      新潟工科大学(新潟県)
    • Year and Date
      2015-10-03
    • Related Report
      2015 Research-status Report
  • [Presentation] 非分離冗長重複変換の事例学習における目的関数勾配利用の検討2015

    • Author(s)
      石井雅基 ,村松正吾
    • Organizer
      電子情報通信学会信越支部大会
    • Place of Presentation
      新潟工科大学(新潟県)
    • Year and Date
      2015-10-03
    • Related Report
      2015 Research-status Report
  • [Presentation] 部分的間引き非分離冗長重複変換によるOCTデータノイズ除去2015

    • Author(s)
      川村拓海,村松正吾,崔森悦
    • Organizer
      電子情報通信学会信越支部大会
    • Place of Presentation
      新潟工科大学(新潟県)
    • Year and Date
      2015-10-03
    • Related Report
      2015 Research-status Report
  • [Presentation] 周波数領域実装による非分離冗長重複変換の並列高速化2015

    • Author(s)
      堀内洸汰,村松正吾
    • Organizer
      電子情報通信学会信越支部大会
    • Place of Presentation
      新潟工科大学(新潟県)
    • Year and Date
      2015-10-03
    • Related Report
      2015 Research-status Report
  • [Presentation] 三次元OCTデータノイズ除去への非分離冗長重複変換応用の検討2015

    • Author(s)
      川村拓海,若杉 翔,陳 智雨,村松正吾,崔 森悦
    • Organizer
      電子情報通信学会信号処理研究会
    • Place of Presentation
      三重大学(三重県)
    • Year and Date
      2015-05-14 – 2015-05-15
    • Related Report
      2014 Research-status Report
  • [Presentation] MSISTに基づく非分離冗長重複変換を利用した画像復元2015

    • Author(s)
      若杉 翔, 村松正吾
    • Organizer
      電子情報通信学会信号処理研究会
    • Place of Presentation
      南の美ら花ホテルミヤヒラ(沖縄県)
    • Year and Date
      2015-03-02 – 2015-03-03
    • Related Report
      2014 Research-status Report
  • [Presentation] 冗長変換とその画像復元応用2015

    • Author(s)
      村松正吾
    • Organizer
      日本画像学会第26回フリートーキング"Imaging Today"
    • Place of Presentation
      早稲田大学西早稲田キャンパス(東京都)
    • Year and Date
      2015-01-30
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] ボリュームデータスパース表現のための三次元非分離冗長重複変換2014

    • Author(s)
      村松正吾,古屋幸祐,結城尚貴
    • Organizer
      第29回信号処理シンポジウム
    • Place of Presentation
      ビナリオ嵯峨嵐山(京都府)
    • Year and Date
      2014-11-12 – 2014-11-14
    • Related Report
      2014 Research-status Report
  • [Presentation] 事例学習による非分離冗長重複変換を利用した画像ノイズ除去2014

    • Author(s)
      金昌吉,村松正吾
    • Organizer
      電子情報通信学会信越支部大会
    • Place of Presentation
      信州大学長野(工学)キャンパス(長野県)
    • Year and Date
      2014-10-04
    • Related Report
      2014 Research-status Report
  • [Presentation] 非分離冗長重複変換を利用した顔画像に基づく辞書学習2014

    • Author(s)
      結城尚貴,金昌吉,村松正吾
    • Organizer
      映像情報メディア学会メディア工学研究会
    • Place of Presentation
      作並温泉(宮城県)
    • Year and Date
      2014-08-19 – 2014-08-20
    • Related Report
      2014 Research-status Report
  • [Presentation] 組込みビジョンに向けた非分離冗長重複変換の実装に関する検討2014

    • Author(s)
      古屋幸祐,情野健太,村松正吾
    • Organizer
      映像情報メディア学会メディア工学研究会
    • Place of Presentation
      作並温泉(宮城県)
    • Year and Date
      2014-08-19 – 2014-08-20
    • Related Report
      2014 Research-status Report
  • [Presentation] Structured Dictionary Learning with 2-D Non-separable Oversampled Lapped Transform2014

    • Author(s)
      Shogo Muramatsu
    • Organizer
      2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
    • Place of Presentation
      Florence, Italy
    • Year and Date
      2014-05-04 – 2014-05-09
    • Related Report
      2014 Research-status Report
  • [Remarks] 多次元信号・画像処理研究室 - 研究プロジェクト

    • URL

      http://msiplab.eng.niigata-u.ac.jp/projects

    • Related Report
      2016 Annual Research Report
  • [Remarks] MathWorks社SaivDr Package ホームページ

    • URL

      http://www.mathworks.com/matlabcentral/fileexchange/45084-saivdr-package

    • Related Report
      2016 Annual Research Report 2014 Research-status Report
  • [Remarks] GitHub - SaivDr Package for MATLAB/Simulink ホームページ

    • URL

      https://github.com/shodimaggio/SaivDr

    • Related Report
      2016 Annual Research Report
  • [Remarks] 非分離冗長重複変換(NSOLT)ホームページ

    • URL

      http://klab.eng.niigata-u.ac.jp/index.php?NSOLT

    • Related Report
      2015 Research-status Report
  • [Remarks] 非分離冗長重複変換(NSOLT)ホームページ

    • URL

      http://klab.eng.niigata-u.ac.jp/index.php?NSOLT

    • Related Report
      2014 Research-status Report

URL: 

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

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