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Compression-based self-organizing Recognizer Design

Research Project

Project/Area Number 22500122
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionThe University of Electro-Communications

Principal Investigator

WATANABE Toshinori  電気通信大学, 大学院・情報システム学研究科, 教授 (10242348)

Co-Investigator(Kenkyū-buntansha) KOGA Hisashi  電気通信大学, 大学院・情報システム学研究科, 准教授 (40361836)
CHO Daku  電気通信大学, 大学院・情報システム学研究科, 助教 (20436736)
Project Period (FY) 2010 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2012: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2011: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2010: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywordsパターン認識 / 機械知能 / マイニング / ウェブ分析 / 自律システム / 画像解析
Research Abstract

Traditional object recognition schemes have been the statistical one wherein target objects’ statistical models are prepared manually and applied to unknown task data. Due to the heavy human intervention, this approach becomes weak for multi-media data with variety of target objects. In this research, a new autonomous object model acquisition scheme is investigated. For this, we investigate the possibility of data’s compressibility vector as a general feature, the possibility of co-occurrence-based object discovery and the possibility of highly autonomous recognition scheme based oh them. Promising experimental results are reported.

Report

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

    (21 results)

All 2013 2012 2011 2010

All Journal Article (3 results) (of which Peer Reviewed: 3 results) Presentation (18 results) (of which Invited: 1 results)

  • [Journal Article] Toward a Compression-based Self-organizing Recognizer: Preliminary Implementation of PRDCCSOR2013

    • Author(s)
      Toshinori Watanabe
    • Journal Title

      Pattern Recognition Letters

      Volume: Vol.34(印刷中) Issue: 14 Pages: 1569-1576

    • DOI

      10.1016/j.patrec.2013.03.011

    • Related Report
      2012 Annual Research Report 2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Scalable Object Discovery: A Hash-Based Approach to Clustering Co-occurring Visual Words2011

    • Author(s)
      Gibran FUENTES PINEDA, Hisashi KOGA, and Toshinori WATANABE
    • Journal Title

      IEICE TRANS. INF. & SYST

      Volume: VOL.E94-D, No.10 Pages: 2024-2035

    • NAID

      10030193540

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Scalable Object Discovery : A Hash-Based Approach to Clustering Co-occurring Visual Words2011

    • Author(s)
      Gibran FUENTES PINEDA, Hisashi KOGA, Toshinori WATANABE
    • Journal Title

      IEICE TRANS. INF.& SYST

      Volume: E94-D, NO.10 Pages: 2024-2035

    • NAID

      10030193540

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] Towards the Compression Based Fully Autonomous Self-Organizing Recognizer: Preliminary Implementation of PRDC-CSOR2013

    • Author(s)
      Toshinori Watanabe
    • Organizer
      ESA-EUSC-JRC IIM Conference 2012
    • Place of Presentation
      Oberpfaffenhofen, Germany(招待)
    • Related Report
      2012 Final Research Report
  • [Presentation] データの圧縮性特徴量を用いたフリーストロークベースの個人認証方式2013

    • Author(s)
      田嶋 良明,渡辺 俊典,古賀 久志
    • Organizer
      情処研報 2013-ICS-170(8)
    • Place of Presentation
      留寿都
    • Related Report
      2012 Final Research Report
  • [Presentation] Compression-based semantic-sensitive image segmentation: PRDC-SSIS2012

    • Author(s)
      Masahiro Nakajima, Toshinori Watanabe and Hisashi Koga
    • Organizer
      IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
    • Place of Presentation
      Munich, Germany
    • Related Report
      2012 Annual Research Report 2012 Final Research Report
  • [Presentation] CTFI: Adaptive Pattern Analysis of Internet Traffic Using Time Series Compressibility2012

    • Author(s)
      Ushio Ozeki, Toshinori Watanabe and Hisashi Koga
    • Organizer
      IWSSIP 2012
    • Place of Presentation
      Vienna, Austria
    • Related Report
      2012 Final Research Report
  • [Presentation] Towards the Compression Based Fully Autonomous Self-Organising Recogniser: Preliminary Implementation of PRDC-CSOR2012

    • Author(s)
      Toshinori Watanabe
    • Organizer
      ESA-EUSC-JRC IIM Conference 2012
    • Place of Presentation
      German Aerospace Center (DLR)
    • Related Report
      2012 Annual Research Report
    • Invited
  • [Presentation] Compression-based self-organizing recognizer PRDC-CSOR with preliminary application to EO-image analysis2012

    • Author(s)
      Toshinori Watanabe
    • Organizer
      IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
    • Place of Presentation
      Munich, Germany
    • Related Report
      2012 Annual Research Report
  • [Presentation] CTFI: Adaptive Pattern Analysis of Internet Traffic Using Time Series Compressibility2012

    • Author(s)
      Ushio Ozeki
    • Organizer
      IWSSIP 2012
    • Place of Presentation
      Wien Austria
    • Related Report
      2012 Annual Research Report
  • [Presentation] Texture Image Analysis Using LBP and Data Compression2012

    • Author(s)
      Nuo Zhang, Toshinori Watanabe
    • Organizer
      VISIGRAPP 2012
    • Place of Presentation
      Roma
    • Related Report
      2011 Annual Research Report
  • [Presentation] 時系列の圧縮性を用いたネットワークトラフィックの適応的パターン解析2012

    • Author(s)
      大関潮, 渡辺俊典, 古賀久志
    • Organizer
      電子情報通信学会技術研究会IN2011-128
    • Place of Presentation
      旭川市
    • Related Report
      2011 Annual Research Report
  • [Presentation] Compression-based Dendrogram Aping for Classifier Generation2011

    • Author(s)
      S. Kobayashi, T. Watanabe, and H. Koga
    • Organizer
      Proc. ESA-EUSC-JRC-2011
    • Place of Presentation
      Ispra, Italy
    • Related Report
      2012 Final Research Report
  • [Presentation] High Speed Computation of Approximate MST2011

    • Author(s)
      W. HongBing, T. Watanabe, and H. Koga
    • Organizer
      Proc. ESA-EUSC-JRC-2011
    • Place of Presentation
      Ispra, Italy
    • Related Report
      2012 Final Research Report
  • [Presentation] Realizing an Autonomous Recognizer using Data Compression2011

    • Author(s)
      T. Watanabe
    • Organizer
      ESA-EUSC-JRC-2011
    • Place of Presentation
      Ispra, Italy(招待)
    • Related Report
      2012 Final Research Report
  • [Presentation] Text-Transformed Image Classification Based on Data Compression2011

    • Author(s)
      N.Zhang
    • Organizer
      DEIT2011
    • Place of Presentation
      Bali, Indonesia
    • Related Report
      2010 Annual Research Report
  • [Presentation] Compression-Based Dendrogram Aping for Classifier Generation2011

    • Author(s)
      S.Kobayashi, T.Watanbe, H.Koga
    • Organizer
      ESA-EUSC-JRC 2011
    • Place of Presentation
      Italy, ISPRA
    • Related Report
      2010 Annual Research Report
  • [Presentation] Realizing an autonomous recognizer using data compression2011

    • Author(s)
      T.Watanabe
    • Organizer
      ESA-EUSC-JRC 2011
    • Place of Presentation
      Italy, ISPRA(招待講演)
    • Related Report
      2010 Annual Research Report
  • [Presentation] Object discovery by clustering correlated visual word sets2010

    • Author(s)
      G.F.Pineda, H.Koga, T.Watanabe
    • Organizer
      Proc.20th ICPR
    • Place of Presentation
      トルコ イスタンブール
    • Year and Date
      2010-08-23
    • Related Report
      2010 Annual Research Report
  • [Presentation] Object Discovery by Clustering Correlated Visual Word Sets2010

    • Author(s)
      Gibran Fuentes Pineda, Hisashi Koga, and Toshinori Watanabe
    • Organizer
      In Proc. 20th International Conference on Pattern Recognition (ICPR 2010), IEEE Computer Society
    • Place of Presentation
      Istanbul, Turk
    • Related Report
      2012 Final Research Report
  • [Presentation] Object discovery by clustering correlated visual word setsNew Application of Graph Mining to_Video Analysis2010

    • Author(s)
      H.Koga, T.Tsuji, T.Yokoyama, T.Watanabe
    • Organizer
      IDEAL'10, Springer LNCS Volume 6283
    • Place of Presentation
      英国 Paisley
    • Related Report
      2010 Annual Research Report

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

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