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2011 Fiscal Year Final Research Report

Image recognition based on adaptive integration of global and local features

Research Project

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Project/Area Number 21700189
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionMeijo University (2010-2011)
The University of Electro-Communications (2009)

Principal Investigator

HOTTA Kazuhiro  名城大学, 理工学部, 准教授 (40345426)

Project Period (FY) 2009 – 2011
Keywords適応統合 / 局所特徴 / 大局特徴 / シーン識別
Research Abstract

There are global feature and local feature based methods. If we integrate local and global features, it is expected to be effective. However, effective integration weights are different for situation. Therefore, we propose new method which selects the integration weights adaptively after a test sample is given. We evaluated our method by using 13 scene database, and the proposed method gave the state of the art performance.

  • Research Products

    (26 results)

All 2012 2011 2010 2009

All Journal Article (8 results) (of which Peer Reviewed: 1 results) Presentation (17 results) Book (1 results)

  • [Journal Article] Local co-occurrence features in s ubspace obtained by KPCA of local blob v isual words for scene classification2012

    • Author(s)
      K. Hotta
    • Journal Title

      Pattern Recognition

      Volume: Vol.45 Pages: 3687-3694

    • Peer Reviewed
  • [Journal Article] Local AutoCorrelation of Similari ties with Subspaces for Shift Invariant Scen e Classification2011

    • Author(s)
      K. Hotta
    • Journal Title

      Pattern Recognition

      Volume: Vol.44, No.4 Pages: 794-799

  • [Journal Article] Fast Human Action Recognition Using Condition al Random Field2010

    • Author(s)
      H. Nagai, H. Takahashi and K. Hotta
    • Journal Title

      Journal of Signal Proces sing

      Volume: Vol.14, No.6 Pages: 499-505

  • [Journal Article] Asb estos Detection in Building Materials Throu gh Consolidation of Similarities in Color an d Shape Features2010

    • Author(s)
      A. Nomoto, K. Hotta and H. Takahashi
    • Journal Title

      Journal of Robotics and Mecatoronics

      Volume: Vol.22, No.4 Pages: 496-505

  • [Journal Article] Local Normalized Linear Summa tion Kernel for Fast and Robust Recognition2010

    • Author(s)
      K. Hotta
    • Journal Title

      Pattern Recognition

      Volume: Vol.43, No.3 Pages: 906-913

  • [Journal Article] Pose Independent Classification F rom Small Number of Training Samples Ba sed on Kernel Principal Component Analysi s of Local Parts2009

    • Author(s)
      K. Hotta
    • Journal Title

      Image and Vision Computing

      Volume: Vol.27, No.9 Pages: 1240-1251

  • [Journal Article] Adaptive Weighting of Local Cla ssifiers by Particle Filter for Robust Tracking2009

    • Author(s)
      K. Hotta
    • Journal Title

      Pattern Recognition

      Volume: Vol.42, No.5 Pages: 619-628

  • [Journal Article] 文脈情報に基づく対象が存在する事前確率の推定2009

    • Author(s)
      鈴山有紀, 堀田一弘, 高橋治久
    • Journal Title

      電気学会論文誌C

      Volume: Vol.129, No.5 Pages: 832-837

  • [Presentation] Scene Classification Using Candi date Classes Selection with Particle Filter a nd Criterion Mining for Final Decision with Adaboost2011

    • Author(s)
      K. Hotta
    • Organizer
      Digital Image Computing : Tech niques and Applications(DICTA2011)
    • Place of Presentation
      Australia
    • Year and Date
      20111206-08
  • [Presentation] Scene Classification Using Adapt ive Integration of Reconstruction Errors2011

    • Author(s)
      K. Hotta
    • Organizer
      Asian Conference on Pattern Recognition(ACPR2011)
    • Place of Presentation
      China
    • Year and Date
      20111128-30
  • [Presentation] パーティクルフィルタによる適応的重み推定とAdaboostによる判定基準マイニングを用いたシーン識別2011

    • Author(s)
      堀田一弘
    • 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,金沢
    • Year and Date
      20110727-30
  • [Presentation] Integration of Reconstruction Err or Obtained by Local and Global Kernel P CA with Different Role2011

    • Author(s)
      K. Hotta
    • Organizer
      19^<th> International Conference on Computer Graphics, Visualiz ation and Computer Vision(WSCG2011)
    • Place of Presentation
      Czech Republic
    • Year and Date
      20110203-0631
  • [Presentation] Scene Classification Using Local Co-occurrence Feature in KPCA Space of Local Blob Visual Words2010

    • Author(s)
      K. Hotta
    • Organizer
      International Conference on Pattern Recognition(ICPR2010)
    • Place of Presentation
      Istanbul, Turkey
    • Year and Date
      20100823-26
  • [Presentation] Visual Wordsから構築したカーネル主成分空間内での局所共起特徴を用いたシーン識別2010

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2010)
    • Place of Presentation
      釧路市観光国際交流センター,北海道
    • Year and Date
      20100727-30
  • [Presentation] Obje ct Categorization Based on Probabilistic Int egration of Local and Global Features2010

    • Author(s)
      T. Tanaka, K. Hotta and H. Takahashi
    • Organizer
      7th IASTED International Conference on Signa l Processing, Pattern Recognition and Appli cations(SSPRA2010)
    • Place of Presentation
      Innsbruck, Austria
    • Year and Date
      20100217-19
  • [Presentation] Acti on Recognition Based on Estimation of Co nditional Probability by Non-parametric Mo del2009

    • Author(s)
      Y. Mimura, K. Hotta and H. Takahashi
    • Organizer
      International Symposium on Visual Co mputing(ISVC2009), Lecture Notes in Computer Science
    • Place of Presentation
      Las Vegas, USA
    • Year and Date
      20091130-1202
  • [Presentation] Scene Classification Based on L ocal AutoCorrelation of Similarities with Su bspaces2009

    • Author(s)
      K. Hotta
    • Organizer
      International Conference on Image Processing(ICIP2009)
    • Place of Presentation
      Cairo, Egypt
    • Year and Date
      20091107-11
  • [Presentation] Esti mation of Object Position Based on Color and Shape Contextual Information2009

    • Author(s)
      T. Ishihara, K. Hotta and H. Takahashi
    • Organizer
      Proc. of 15th International Conference on Image A nalysis and Processing(ICIAP2009), Lectur e Notes in Computer Science
    • Place of Presentation
      Salerno, Italy
    • Year and Date
      20090908-11
  • [Presentation] 局所的な類似度の自己相関特徴を用いたシーン識別2009

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2009)
    • Place of Presentation
      くにびきメッセ,島根県
    • Year and Date
      20090720-22
  • [Presentation] 色と形状のカーネルの重みづけ和を用いた建築材料中のアスベスト検出2009

    • Author(s)
      野本敦夫, 堀田一弘, 高橋治久
    • Organizer
      画像の認識・理解シンポジウム(MIRU2009)
    • Place of Presentation
      くにびきメッセ,島根県
    • Year and Date
      20090720-22
  • [Presentation] 建築材料の顕微鏡画像からのOne-Class SVMを用いた粒子計数法2009

    • Author(s)
      久場日暖, 堀田一弘, 高橋治久
    • Organizer
      画像の認識・理解シンポジウム(MIRU2009)
    • Place of Presentation
      くにびきメッセ,島根県
    • Year and Date
      20090720-22
  • [Presentation] 大局特徴と局所特徴の確率的統合に基づくカテゴリ識別2009

    • Author(s)
      田中智大, 堀田一弘, 高橋治久
    • Organizer
      画像の認識・理解シンポジウム(MIRU2009)
    • Place of Presentation
      くにびきメッセ,島根県
    • Year and Date
      20090720-22
  • [Presentation] ノンパラメトリック確立密度関数推定に基づく行動認識2009

    • Author(s)
      三村雄太, 堀田一弘, 高橋治久
    • Organizer
      画像の認識・理解シンポジウム(MIRU2009)
    • Place of Presentation
      くにびきメッセ,島根県
    • Year and Date
      20090720-22
  • [Presentation] 色と形の文脈情報の統合に基づく対象位置の推定2009

    • Author(s)
      石原隆, 堀田一弘, 高橋治久
    • Organizer
      画像の認識・理解シンポジウム(MIRU2009)
    • Place of Presentation
      くにびきメッセ,島根県
    • Year and Date
      20090720-22
  • [Presentation] 色に基づく文脈情報を用いた対象位置の推定2009

    • Author(s)
      石原隆, 堀田一弘, 高橋治久
    • Organizer
      2009年電子情報通信学会総合大会
    • Place of Presentation
      愛媛大学
    • Year and Date
      20090317-20
  • [Book] Non-linear Feature Extraction by Linear Principal Component Analysis Using Local Kernel, Chapter 5 in Patter n Recognition, Recent Advances2010

    • Author(s)
      K. Hotta
    • Total Pages
      99-109
    • Publisher
      IN-TECH

URL: 

Published: 2013-07-31  

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