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Image recognition based on adaptive integration of global and local features

Research Project

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
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2011: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2010: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2009: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords適応統合 / 局所特徴 / 大局特徴 / シーン識別 / 適応的 / 画像認識 / 大局情報 / 局所情報 / 統合 / カテゴリ識別 / 文脈情報
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.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (39 results)

All 2012 2011 2010 2009

All Journal Article (17 results) (of which Peer Reviewed: 10 results) Presentation (21 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

    • Related Report
      2011 Final Research Report
    • 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

    • Related Report
      2011 Final Research Report
  • [Journal Article] Local AutoCorrelation of Similarities with Subspaces for Shift Invariant Scence Classification2011

    • Author(s)
      K.Hotta
    • Journal Title

      Pattern Recognition

      Volume: 44 Pages: 794-799

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scene Classification Using Candidate Classes Selection with Particle Filter and Criterion Mining for Final Decision with Adaboost2011

    • Author(s)
      K.Hotta
    • Journal Title

      Proc.International Conference on Digital Image Computing : Techniques and Applications

      Volume: 13 Pages: 126-133

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scene Classification Using Adaptive Integration of Reconstruction Errors2011

    • Author(s)
      K.Hotta
    • Journal Title

      Proc.Asian Conference on Pattern Recognition

      Volume: 1 Pages: 154-158

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Local AutoCorrelation of Similarities with Subspaces for Shift Invariant Scene Classification2011

    • Author(s)
      K.Hotta
    • Journal Title

      Pattern Recognition

      Volume: 44 Pages: 794-799

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Integration of Reconstruction Error Obtained by Local and Global Kernel PCA with Different Role2011

    • Author(s)
      K.Hotta
    • Journal Title

      International Conference on Computer Graphics, Visualization and Computer Vision(WSCG2011)

      Volume: 19 Pages: 91-98

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [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

    • Related Report
      2011 Final Research Report
  • [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

    • Related Report
      2011 Final Research Report
  • [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

    • Related Report
      2011 Final Research Report
  • [Journal Article] Scene Classification Using Local Co-occurrence Feature in KPCA Space of Local Blob Visual Words2010

    • Author(s)
      K.Hotta
    • Journal Title

      International Conference on Pattern Recognition (ICPR2010)

      Volume: 20 Pages: 4230-4233

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [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

    • Related Report
      2011 Final Research Report
  • [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

    • Related Report
      2011 Final Research Report
  • [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

    • NAID

      10024775111

    • Related Report
      2011 Final Research Report
  • [Journal Article] Improving the Eigenphase Method for Face Recognition2009

    • Author(s)
      J.Mercado, K.Hotta, H.Takahashi, M.N.Miyatake, K.T.Medina, H.P.Meana
    • Journal Title

      IEICE Electronics Express 6

      Pages: 1112-1117

    • NAID

      130000121500

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Pose Independent Classification From Small Number of Training Samples Based on Kernel Principal Component Analysis of Local Parts2009

    • Author(s)
      堀田
    • Journal Title

      Image and Vision Computing 27

      Pages: 1240-1251

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [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、堀田、高橋
    • Journal Title

      電気学会論文誌C 129

      Pages: 832-837

    • NAID

      10024775111

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 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2011

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム
    • Place of Presentation
      金沢
    • Year and Date
      2011-07-01
    • Related Report
      2011 Annual Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Year and Date
      2010-07-28
    • Related Report
      2010 Annual Research Report
  • [Presentation] Object Categorization Based on Probabilistic Integration of Local and Global Features2010

    • Author(s)
      T.Tanaka, K.Hotta, H.Takahashi
    • Organizer
      IASTED International Conference on Signal Processing, Pattern Recognition and Applications
    • Place of Presentation
      インスブルック(オーストリア)
    • Year and Date
      2010-02-18
    • Related Report
      2009 Annual Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [Presentation] Scene Classification Based on Local AutoCorrelation of Similarities with Subspaces2009

    • Author(s)
      K.Hotta
    • Organizer
      International Conference on Image Processing
    • Place of Presentation
      カイロ(エジプト)
    • Year and Date
      2009-11-09
    • Related Report
      2009 Annual Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Related Report
      2011 Final Research Report
  • [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
    • Publisher
      IN-TECH
    • Related Report
      2011 Final Research Report

URL: 

Published: 2009-04-01   Modified: 2016-04-21  

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