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2012 Fiscal Year Final Research Report

Compression-based self-organizing Recognizer Design

Research Project

  • PDF
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
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
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.

  • Research Products

    (10 results)

All 2013 2012 2011 2010 Other

All Journal Article (2 results) (of which Peer Reviewed: 2 results) Presentation (8 results)

  • [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

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

    • Author(s)
      Toshinori Watanabe
    • Journal Title

      Pattern Recognition Letters

      Volume: Vol.34(印刷中)

    • DOI

      Doi:10.1016/j.patrec.2013.03.011

    • 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)
    • Year and Date
      20131000
  • [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
    • Year and Date
      20130300
  • [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
    • Year and Date
      20120900
  • [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
    • Year and Date
      20120400
  • [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
    • Year and Date
      20110300
  • [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
    • Year and Date
      20110300
  • [Presentation] Realizing an Autonomous Recognizer using Data Compression2011

    • Author(s)
      T. Watanabe
    • Organizer
      ESA-EUSC-JRC-2011
    • Place of Presentation
      Ispra, Italy(招待)
    • Year and Date
      20110300
  • [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
    • Year and Date
      20100800

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Published: 2014-08-29   Modified: 2014-12-03  

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