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Research on designing efficient, robust and ciphered patternrecognition schemes using compressed sensing techniques

Research Project

Project/Area Number 22700163
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionNagasaki University

Principal Investigator

SAKAI Tomoya  長崎大学, 大学院・工学研究科, 准教授 (30345003)

Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Keywordsパターン認識 / ランダム射影 / 多重ラベリング / 組合せ最適化 / 機械学習 / 肺音認識 / 画像分割 / スパース正則化 / スペクトラルクラスタリング
Research Abstract

Introducing compressed sensing techniques to pattern information processing, the present study achieved pattern recognition with improved efficiency, robustness and security. The developed techniques of efficient pattern compression androbust recognition for the compressed patterns were examined in the applications such asface recognition, object recognition, image matching and computer-aided lung sound analysis.

Report

(4 results)
  • 2012 Annual Research Report   Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (38 results)

All 2013 2012 2011 2010

All Journal Article (21 results) (of which Peer Reviewed: 11 results) Presentation (17 results)

  • [Journal Article] パターン表現のスパース性に基づく知識発見・獲得の試み2013

    • Author(s)
      小松 祐太、酒井 智弥
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: 112(385) Pages: 151-155

    • Related Report
      2012 Annual Research Report
  • [Journal Article] Robust detection of adventitious lung sounds in electronic auscultation signals2012

    • Author(s)
      Tomoya Sakai, Madoka Kato, Sueharu Miyahara and Senya Kiyasu
    • Journal Title

      ICPR 2012 Proceedings

      Pages: 1993-1996

    • URL

      http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=6460549

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Interpolation of reference images in sparse dictionary for global image registration, Lecture Notes in Computer Science2012

    • Author(s)
      Hayao Itoh, Shuang Lu, Tomoya Sakai and Atsushi Imiya
    • Journal Title

      ISVC 2012, Revised Selected Papers

      Volume: Part II Pages: 657-667

    • DOI

      10.1007/978-3-642-33191-6_65

    • ISBN
      9783642331909, 9783642331916
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Sparse representation-based extraction of pulmonary sound components from low-quality auscultation signals2012

    • Author(s)
      Tomoya Sakai, Haruka Satomoto, Senya Kiyasu and Sueharu Miyahara
    • Journal Title

      ICASSP 2012 Proceedings

      Pages: 509-512

    • DOI

      10.1109/icassp.2012.6287928

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 組合せ最適化に基づく未学習クラスの識別と顔画像認識における評価2012

    • Author(s)
      小松 祐太、酒井 智弥
    • Journal Title

      情報処理学会研究報告

      Volume: 2012-CVIM-182(8)

    • Related Report
      2012 Annual Research Report
  • [Journal Article] 事前過分割を利用した高効率スペクトラルクラスタリングによる医用画像分割2012

    • Author(s)
      田中 智貴、酒井 智弥
    • Journal Title

      情報処理学会研究報告

      Volume: 2012-CVIM-182(8)

    • Related Report
      2012 Annual Research Report
  • [Journal Article] An efficient volumetric global image registration2012

    • Author(s)
      Shuang Lu, Tomoya Sakai, Atsushi Imiya
    • Journal Title

      Technical Report of IEICE

      Volume: 112(142) Pages: 79-84

    • NAID

      110009626688

    • Related Report
      2012 Annual Research Report
  • [Journal Article] NN-based Local subspace method for image registration with sparse dictionary2012

    • Author(s)
      Hayato Itoh, Atsushi Imiya, Tomoya Sakai
    • Journal Title

      Technical Report of IEICE

      Volume: 112(197) Pages: 179-184

    • NAID

      110009698124

    • Related Report
      2012 Annual Research Report
  • [Journal Article] 見えに基づくパターン識別における次元削減の影響2012

    • Author(s)
      伊東 隼人、酒井 智弥、井宮 淳
    • Journal Title

      Technical Report of IEICE

      Volume: 112(357) Pages: 25-30

    • Related Report
      2012 Annual Research Report
  • [Journal Article] Robust detection of adventitious lung sounds in electronic auscultation signals2012

    • Author(s)
      Tomoya Sakai, Madoka Kato, Sueharu Miyahara, Senya Kiyasu
    • Journal Title

      IEEE International Conference on Pattern Recognition (ICPR 2012) Proceedings

      Volume: - Pages: 1993-1996

    • Related Report
      2012 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Sparse representation-based extraction of pulmonary sound components from low-quality auscultation signals2012

    • Author(s)
      Tomoya Sakai, Haruka Satomoto, Senya Kiyasu, Sueharu Miyahara
    • Journal Title

      IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012) Proceedings

      Volume: (未定) Pages: 509-512

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-label classification for image annotation via sparse similarity voting, Lecture Notes in Computer Science2011

    • Author(s)
      Tomoya Sakai, Hayato Itoh and Atsushi Imiya
    • Journal Title

      ACCV 2010 Workshops, RevisedSelected Papers

      Volume: Part II, vol. 6469 Pages: 344-353

    • DOI

      10.1007/978-3-642-22819-3_35

    • ISBN
      9783642228186, 9783642228193
    • Related Report
      2012 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Practical Algorithms of Spectral Clustering: toward Large-Scale Vision-Based Motion Analysis2011

    • Author(s)
      Tomoya Sakai and Atsushi Imiya
    • Journal Title

      Machine Learning for Vision-based Motion Analysis, Advances in Pattern Recognition

      Pages: 3-26

    • DOI

      10.1007/978-0-85729-057-1_1

    • ISBN
      9780857290564, 9780857290571
    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] スパース表現による異常肺音の抽出2011

    • Author(s)
      酒井智弥、里元はるか、喜安千弥、宮原末治
    • Journal Title

      電子情報通信学会技術研究報告

      Volume: Vol.111 No.27 Pages: 131-136

    • NAID

      110008725582

    • Related Report
      2011 Annual Research Report
  • [Journal Article] スパース表現に基づく識別手法は非線形クラス部分空間に対して頑健か?~見えに基づく物体認識における検証~2011

    • Author(s)
      伊東隼人、酒井智弥、井宮淳
    • Journal Title

      画像の認識・理解シンポジウム(MIRU2011)論文集

      Pages: 177-184

    • NAID

      170000067210

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 組合せ最適化問題としてのパターン認識と信号処理2011

    • Author(s)
      酒井智弥
    • Journal Title

      電子情報通信学会基礎・境界ソサイエティ大会(基礎・境界講演論文集)

    • Related Report
      2011 Annual Research Report
  • [Journal Article] Global Image Registration by Fast Random Projection2011

    • Author(s)
      Hayato Itoh, Shuang Lu, Tomoya Sakai, Atsushi Imiya
    • Journal Title

      Lecture Notes in Computer Science

      Volume: 6638 Pages: 23-32

    • DOI

      10.1007/978-3-642-24028-7_3

    • ISBN
      9783642240270, 9783642240287
    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Practical Algorithms of Spectral Clustering : toward Large-Scale Vision-Based Motion Analysis2011

    • Author(s)
      Tomoya Sakai, Atsushi Imiya
    • Journal Title

      Machine Learning for Vision-based Motion Analysis, Advances in Pattern Recognition

      Pages: 3-26

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 部分空間の疎分解に基づくパターン識別法2010

    • Author(s)
      伊東隼人、酒井智弥、井宮淳
    • Journal Title

      研究報告コンピュータビジョンとイメージメディア

      Volume: 2010-CVIM-172 Pages: 1-12

    • NAID

      110007991214

    • Related Report
      2010 Annual Research Report
  • [Journal Article] スパース正則化に基づく多重ラベリング:複数物体認識への応用に向けて2010

    • Author(s)
      酒井智弥
    • Journal Title

      画像の認識・理解シンポジウム(MIRU2010)講演論文集

      Pages: 1459-1466

    • Related Report
      2010 Annual Research Report
  • [Journal Article] スペクトラルクラスタリングのランダム算法と画像・動画像分割への応用2010

    • Author(s)
      酒井智弥、井宮淳
    • Journal Title

      電子情報通信学会論文誌D,画像の認識・理解特集号

      Volume: Vol.J93-D No.8 Pages: 1256-1266

    • NAID

      110007681660

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] パターン表現のスパース性に基づく知識発見・獲得の試み2013

    • Author(s)
      小松 祐太、酒井 智弥
    • Organizer
      電子情報通信学会PRMU研究会
    • Place of Presentation
      京都大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] 組合せ最適化に基づく未学習クラスの識別と顔画像認識における評価2012

    • Author(s)
      小松祐太,酒井智弥
    • Organizer
      情報処理学会CVIM研究会
    • Place of Presentation
      中京大学豊田キャンパス
    • Year and Date
      2012-05-24
    • Related Report
      2012 Final Research Report
  • [Presentation] 事前過分割を利用した高効率スペクトラルクラスタリングによる医用画像分割2012

    • Author(s)
      田中 智貴,酒井 智弥
    • Organizer
      情報処理学会CVIM研究会
    • Place of Presentation
      中京大学豊田キャンパス
    • Year and Date
      2012-05-24
    • Related Report
      2012 Final Research Report
  • [Presentation] Sparse representation-based extraction of pulmonary sound components from low-quality auscultation signals2012

    • Author(s)
      Tomoya Sakai, Haruka Satomoto, Senya Kiyasu, Sueharu Miyahara
    • Organizer
      IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012)
    • Place of Presentation
      国立京都国際会館
    • Year and Date
      2012-03-30
    • Related Report
      2011 Annual Research Report
  • [Presentation] 組合せ最適化に基づく未学習クラスの識別と顔画像認識における評価2012

    • Author(s)
      小松 祐太、酒井 智弥
    • Organizer
      情報処理学会CVIM研究会
    • Place of Presentation
      中京大学 豊田キャンパス
    • Related Report
      2012 Annual Research Report
  • [Presentation] 事前過分割を利用した高効率スペクトラルクラスタリングによる医用画像分割2012

    • Author(s)
      田中 智貴、酒井 智弥
    • Organizer
      情報処理学会CVIM研究会
    • Place of Presentation
      中京大学 豊田キャンパス
    • Related Report
      2012 Annual Research Report
  • [Presentation] An efficient volumetric global image registration2012

    • Author(s)
      Shuang Lu, Tomoya Sakai, Atsushi Imiya
    • Organizer
      電子情報通信学会MI研究会
    • Place of Presentation
      山形大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] NN-based Local subspace method for image registration with sparse dictionary2012

    • Author(s)
      Hayato Itoh, Atsushi Imiya, Tomoya Sakai
    • Organizer
      電子情報通信学会PRMU研究会
    • Place of Presentation
      東京農工大
    • Related Report
      2012 Annual Research Report
  • [Presentation] 見えに基づくパターン識別における次元削減の影響2012

    • Author(s)
      伊東 隼人、酒井 智弥、井宮 淳
    • Organizer
      電子情報通信学会PRMU研究会
    • Place of Presentation
      山形大学
    • Related Report
      2012 Annual Research Report
  • [Presentation] Interpolation of reference images in sparse dictionary for global image registration2012

    • Author(s)
      Hayao Itoh, Shuang Lu, Tomoya Sakai, Atsushi Imiya
    • Organizer
      8th International Symposium, ISVC 2012
    • Place of Presentation
      Rethymnon, Crete, Greece
    • Related Report
      2012 Annual Research Report
  • [Presentation] Robust detection of adventitious lung sounds in electronic auscultation signals2012

    • Author(s)
      Tomoya Sakai, Madoka Kato, Sueharu Miyahara, Senya Kiyasu
    • Organizer
      21st International Conference on Pattern Recognition (ICPR), 2012
    • Place of Presentation
      Tsukuba, Japan
    • Related Report
      2012 Annual Research Report
  • [Presentation] 組合せ最適化問題としてのパターン認識と信号処理2011

    • Author(s)
      酒井智弥
    • Organizer
      電子情報通信学会基礎・境界ソサイエティ大会
    • Place of Presentation
      北海道大学
    • Year and Date
      2011-09-13
    • Related Report
      2012 Final Research Report 2011 Annual Research Report
  • [Presentation] スパース表現に基づく識別手法は非線形クラス部分空間に対して頑健か?~見えに基づく物体認識における検証~2011

    • Author(s)
      伊東隼人、酒井智弥、井宮淳
    • Organizer
      画像の認識・理解シンポジウム(MIRU2011)
    • Place of Presentation
      金沢市文化ホール
    • Year and Date
      2011-07-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] スパース表現による異常肺音の抽出2011

    • Author(s)
      酒井智弥、里元はるか、喜安千弥、宮原末治
    • Organizer
      電子情報通信学会信号処理研究会
    • Place of Presentation
      立命館大学
    • Year and Date
      2011-05-13
    • Related Report
      2011 Annual Research Report
  • [Presentation] スパース正則化に基づく多重ラベリング:複数物体認識への応用に向けて2010

    • Author(s)
      酒井智弥
    • Organizer
      画像の認識・理解シンポジウム(MIRU2010)
    • Place of Presentation
      釧路市感光国際交流センター
    • Year and Date
      2010-07-29
    • Related Report
      2012 Final Research Report
  • [Presentation] スパース正則化に基づく多重ラベリング:複数物体認識への応用に向けて2010

    • Author(s)
      酒井智弥
    • Organizer
      画像の認識・理解シンポジウム(MIRU2010)
    • Place of Presentation
      釧路
    • Year and Date
      2010-07-29
    • Related Report
      2010 Annual Research Report
  • [Presentation] 部分空間の疎分解に基づくパターン識別法2010

    • Author(s)
      伊東隼人、酒井智弥、井宮淳
    • Organizer
      情報処理学会CVIM研究会
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2010-05-28
    • Related Report
      2010 Annual Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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