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Image recognition using adaptive selection of contextual information and local feature by interaction

Research Project

Project/Area Number 18700170
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Perception information processing/Intelligent robotics
Research InstitutionThe University of Electro-Communications

Principal Investigator

HOTTA Kazuhiro  The University of Electro-Communications, 電気通信学部, 助教 (40345426)

Project Period (FY) 2006 – 2008
Project Status Completed (Fiscal Year 2008)
Budget Amount *help
¥3,800,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥300,000)
Fiscal Year 2008: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2007: ¥1,200,000 (Direct Cost: ¥1,200,000)
Fiscal Year 2006: ¥1,300,000 (Direct Cost: ¥1,300,000)
Keywords画像認識 / 画像理解 / カーネル法 / 局所特徴 / 文脈情報 / カテゴリ識別 / 大局特徴 / 双方向情報処理 / 局所カーネル / 対象検出 / カーネル主成分分析 / ロバスト / 高速化 / 大局カーネル / Support Vector Machine / カーネルの生成 / 適応 / 向き不変 / 検出 / 追跡
Research Abstract

まずは本件急の基礎となる部分的な隠れや対象の向きの変化に影響を受けにくい認識法の研究を行った.従来の認識法では対象領域から抽出した大局的な特徴を用いるのが一般的であったが,新たに局所カーネルを導入し,見えの変動に頑健な認識法を確立した.さらにこの方法を拡張し,動画像処理の基礎となる見えの変動に頑健な対象追跡法を実現した.これらの方法は有効であるが,計算コストが高い.そこで,局所カーネルの計算を高速化する研究にも取り組んだ.また,画像理解を目的として101種類の対象カテゴリを識別する問題にも取り組んだ.ここでは,局所カーネルの考え方を活かした認識法を提案し,従来法と同等の性能が得られることを確認した.また,文脈情報として重要であるシーンカテゴリの識別問題にも取り組み,従来法よりも高い識別精度を達成した.これらの方法を手がかりとして,文脈情報を基に対象の位置を推定する研究や双方向情報処理を用いた適応的な情報選択の研究を行い,その有効性を示した.

Report

(4 results)
  • 2008 Annual Research Report   Final Research Report ( PDF )
  • 2007 Annual Research Report
  • 2006 Annual Research Report
  • Research Products

    (55 results)

All 2009 2008 2007 2006 2005 Other

All Journal Article (30 results) (of which Peer Reviewed: 21 results) Presentation (24 results) Remarks (1 results)

  • [Journal Article] Pose Independent Classification From Small Number of Training Samples Based on Kernel Principal Component Analysis of Local Parts2009

    • Author(s)
      K.Hotta
    • Journal Title

      Image and Vision Computing Vol.27, No.9

      Pages: 1240-1251

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive Weighting of Local Classifiers by Particle Filter for Robust Tracking2009

    • Author(s)
      K.Hotta
    • Journal Title

      Pattern Recognition Vol.42, No.5

      Pages: 619-628

    • Related Report
      2008 Final 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)
      鈴山有紀,堀田 一弘,高橋治久
    • Journal Title

      電気学会論文誌C Vol.129, No.5

    • NAID

      10024775111

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] View Independent Face Detection Based on Horizontal Rectangular Features and Accuracy Improvement Using Combination Kernel of Various Sizes2009

    • Author(s)
      K.Hotta
    • Journal Title

      Pattern Recognition, Elsevier Vol.42, No.3

      Pages: 437-444

    • Related Report
      2008 Final 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)
      K. Hotta
    • Journal Title

      Image and Vision Computing (In press)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] View Independent Face Detection Based on Horizontal Rectangular Features and Accuracy Improvement Using Combination Kernel of Various Sizes2009

    • Author(s)
      K. Hotta
    • Journal Title

      Pattern Recognition 42

      Pages: 437-444

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Adaptive Weighting of Local Classifiers by Particle Filter for Robust Tracking2009

    • Author(s)
      K. Hotta
    • Journal Title

      Pattern Recognition 42

      Pages: 619-628

    • Related Report
      2008 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)
      鈴山有紀, 堀田一弘, 高橋治久
    • Journal Title

      電気学会論文誌C 129

      Pages: 832-837

    • NAID

      10024775111

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robust Face Recognition under Partial Occlusion Based on Support Vector Machine with Local Gaussian Summation Kernel2008

    • Author(s)
      K.Hotta
    • Journal Title

      Image and Vision Computing Vol.26, No.11

      Pages: 1490-1498

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] Robust Face Recognition under Partial Occlusion Based on Support Vector Machine with Local Gaussian Summation Kernel2008

    • Author(s)
      K. Hotta
    • Journal Title

      Image and Vision Computing 26

      Pages: 1490-1498

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Non-linear Feature Extraction by Linear PCA Using Local Kernel2008

    • Author(s)
      K.Hotta
    • Journal Title

      19th International Conference on Pattern Recognition(ICPR2008)

      Pages: 1-4

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scene Classification Based on Multi-resolution Orientation Histogram of Gabor Features2008

    • Author(s)
      K. Hotta
    • Journal Title

      International Conference on Computer Vision Systems(ICVS2008), Lecture Notes in Computer Science 5008

      Pages: 291-301

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] カーネル主成分分析を用いた学習機械のパラメータ自動決定法2008

    • Author(s)
      関口涼平, 高橋治久, 堀田一弘
    • Journal Title

      情報処理学会論文誌数理モデル化と応用 49

      Pages: 79-87

    • NAID

      110006248710

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Object Categorization Based on Kernel Principal Component Analysis of Visual Words2008

    • Author(s)
      K.Hotta
    • Journal Title

      Proc. of IEEE Workshop on Applications of Computer Vision (WACV2008)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Scene Classification Based on Multi-resolution Orientation Histogram of Gabor Features2008

    • Author(s)
      K.Hotta
    • Journal Title

      Proc. International Conference on Computer Vision Systems (ICVS2008) (In press)

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Robust face detection under partial occlusion2007

    • Author(s)
      K.Hotta
    • Journal Title

      Systems and Computers in Japan 38

      Pages: 39-48

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Fast, Accurate and Robust Recognition Based On Summation of Local Normalized Linear Kernels2007

    • Author(s)
      K.Hotta
    • Journal Title

      Proc. of Digital Image Computing: Techniques and Applications (DICTA2007)

      Pages: 470-477

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] View Independent Face Detection Based on Combination of Local and Global Kernels2007

    • Author(s)
      K.Hotta
    • Journal Title

      Proc. International Conference on Computer Vision Systems (ICVS2007) (印刷中)

    • Related Report
      2006 Annual Research Report
  • [Journal Article] カーネル主成分分析を用いた学習機械のパラメータ自動決定法2007

    • Author(s)
      関口, 高橋, 堀田
    • Journal Title

      情報処理学会 数理モデル化と問題解決研究会 (印刷中)

    • NAID

      110006248710

    • Related Report
      2006 Annual Research Report
  • [Journal Article] An Object Detection Method Based on Independent Local Features2006

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

      Journal of Robotics and Mechatronics Vol.18, No. 6

      Pages: 744-750

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Robust Object Tracking Method under Pose Variation and Partial Occlusion2006

    • Author(s)
      K.Hotta
    • Journal Title

      IEICE Trans. on Information and Systems Vol.E89-D, No.7

      Pages: 2132-2141

    • NAID

      110007541101

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] A View Independent Video-Based Face Recognition Method Using Posterior Probability in Kernel Fisher Discriminant Space2006

    • Author(s)
      K.Hotta
    • Journal Title

      IEICE Trans. on Information and Systems Vol.E89-D, No.7

      Pages: 2150-2156

    • NAID

      110007541103

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [Journal Article] A Robust Object Tracking Method under Pose Variation and Partial Occlusion2006

    • Author(s)
      K.Hotta
    • Journal Title

      IEICE Trans. on Information and Systems Vol.E89-D,No.7

      Pages: 2132-2141

    • NAID

      110007541101

    • Related Report
      2006 Annual Research Report
  • [Journal Article] A View Independent Video-Based Face Recognition Method Using Posterior Probability in Kernel Fisher Discriminant Space2006

    • Author(s)
      K.Hotta
    • Journal Title

      IEICE Trans. on Information and Systems Vol. E89-D,No.7

      Pages: 2150-2156

    • NAID

      110007541103

    • Related Report
      2006 Annual Research Report
  • [Journal Article] An Object Detection Method Based on Independent Local Features2006

    • Author(s)
      R.Nakano, K.Hotta, H.Takahashi
    • Journal Title

      Journal of Robotics and Mechatronics Vol.18,No.6

      Pages: 744-750

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Support Vector Machine with Weighted Summation Kernel Obtained by Adaboost2006

    • Author(s)
      K.Hotta
    • Journal Title

      Proc. IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS2006)

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Adaptive Weighting of Local Classifiers by Particle Filter2006

    • Author(s)
      K.Hotta
    • Journal Title

      Proc. 18th International Conference on Pattern Recognition (ICPR2006)

      Pages: 610-613

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Adaboostを用いた認識課題に適した重みづけ和カーネルの自動生成2006

    • Author(s)
      堀田一弘
    • Journal Title

      画像の認識・理解シンポジウム (MIRU2006)

      Pages: 630-635

    • Related Report
      2006 Annual Research Report
  • [Journal Article] パーティクルフィルタによる適応的な重み選択に基づく部分的な隠れにロバストな顔追跡2006

    • Author(s)
      堀田一弘
    • Journal Title

      第7回計測自動制御学会 (SICE) システムインテグレーション部門講演会 (SI2006)

      Pages: 894-895

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 部分的な隠れに頑健な顔検出法2005

    • Author(s)
      堀田 一弘
    • Journal Title

      電子情報通信学会論文誌D-II Vol.J88-D-II, No.8

    • Related Report
      2008 Final Research Report
    • Peer Reviewed
  • [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
      009年電子情報通信学会 総合大会,D-12-8
    • Place of Presentation
      愛媛大学
    • Related Report
      2008 Final Research Report
  • [Presentation] 文脈情報を用いた対象検出のための事前確率の推定2008

    • Author(s)
      鈴山有紀, 堀田一弘, 高橋治久
    • Organizer
      第7回情報科学技術フォーラム(FIT2008)
    • Place of Presentation
      慶應大湘南藤沢キャンパス
    • Year and Date
      2008-09-04
    • Related Report
      2008 Annual Research Report
  • [Presentation] 局所特徴の相対的位置情報に基づくカテゴリ識別2008

    • Author(s)
      吉村功二, 堀田一弘, 高橋治久
    • Organizer
      第7回情報科学技術フォーラム(FIT2008)
    • Place of Presentation
      慶應大湘南藤沢キャンパス
    • Year and Date
      2008-09-03
    • Related Report
      2008 Annual Research Report
  • [Presentation] シーン識別のためのガボール特徴の多重解像度方向ヒストグラム2008

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2008)
    • Place of Presentation
      軽井沢
    • Year and Date
      2008-07-31
    • Related Report
      2008 Annual Research Report
  • [Presentation] Non-linear Feature Extraction by Linear PCA Using Local Kernel2008

    • Author(s)
      K.Hotta
    • Organizer
      19th International Conference on Pattern Recognition (ICPR2008)
    • Place of Presentation
      IEEE, Tampa, USA
    • Related Report
      2008 Final Research Report
  • [Presentation] ace Recognition Based on Normalization and the Phase Spectrum of the Local Part of an Image2008

    • Author(s)
      J.O.-Mercado, K.Hotta, H.Takahashi, H.P.-Meana and G.S-Perez
    • Organizer
      Proc. 4th International Symposium on Visual Computing (ISVC2008), Lecture Notes in Computer Science, Vol.5359, pp.278-286, Springer
    • Place of Presentation
      Las Vegas, Nevada, USA
    • Related Report
      2008 Final Research Report
  • [Presentation] Scene Classification Based on Multi-resolution Orientation Histogram of Gabor Features2008

    • Author(s)
      K.Hotta
    • Organizer
      International Conference on Computer Vision Systems (ICVS2008), Lecture Notes in Computer Science, Vol.5008, pp.291-301, Springer
    • Place of Presentation
      Santorini, Greece
    • Related Report
      2008 Final Research Report
  • [Presentation] bject Categorization Based On Kernel Principal Component Analysis of Visual Words2008

    • Author(s)
      K.Hotta
    • Organizer
      IEEE Workshop on Applications of Computer Vision (WACV2008), pp.4_1-8
    • Place of Presentation
      IEEE, USA
    • Related Report
      2008 Final Research Report
  • [Presentation] 文脈情報を用いた対象検出のための事前確率の推定2008

    • Author(s)
      鈴山有紀,堀田 一弘,高橋治久
    • Organizer
      第7回情報科学技術フォーラム(FIT2008),H-049, 第三分冊,pp.169-172
    • Place of Presentation
      慶應義塾大学 湘南藤沢キャンパス
    • Related Report
      2008 Final Research Report
  • [Presentation] 局所特徴の相対的位置情報に基づくカテゴリ識別2008

    • Author(s)
      吉村功二,堀田 一弘,高橋治久
    • Organizer
      第7回情報科学技術フォーラム(FIT2008),H-023, 第三分冊,pp.109-112
    • Place of Presentation
      慶應義塾大学 湘南藤沢キャンパス
    • Related Report
      2008 Final Research Report
  • [Presentation] シーン識別のためのガボール特徴の多重解像度方向ヒストグラム2008

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2008),pp.1156-1161
    • Place of Presentation
      軽井沢
    • Related Report
      2008 Final Research Report
  • [Presentation] 局所特徴のカーネル主成分分析に基づくカテゴリ識別2007

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2007)
    • Place of Presentation
      広島市立大学
    • Year and Date
      2007-07-30
    • Related Report
      2007 Annual Research Report
  • [Presentation] Fast, Accurate and Robust Recognition Based on Summation of Local Normalized Linear Kernels2007

    • Author(s)
      K.Hotta
    • Organizer
      Digital Image Computing: Techniques and Applications (DICTA2007), pp.470-477
    • Place of Presentation
      IEEE, Australia
    • Related Report
      2008 Final Research Report
  • [Presentation] iew Independent Face Detection Based on Combination of Local and Global Kernels2007

    • Author(s)
      K.Hotta
    • Organizer
      nternational Conference on Computer Vision Systems (ICVS2007), pp.38_1-10
    • Place of Presentation
      Bielefield University, Germany
    • Related Report
      2008 Final Research Report
  • [Presentation] 局所特徴のカーネル主成分分析に基づくカテゴリ識別2007

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2007),pp.540-545
    • Place of Presentation
      広島県
    • Related Report
      2008 Final Research Report
  • [Presentation] Support Vector Machine with Weighted Summation Kernel Obtained by Adaboost2006

    • Author(s)
      K.Hotta
    • Organizer
      IEEE International Conference on Advanced Video and Signal based Surveillance (AVSS2006), pp.11_1-6
    • Place of Presentation
      IEEE, Sydney, Australia
    • Related Report
      2008 Final Research Report
  • [Presentation] Adaptive Weighting of Local Classifiers by Particle Filter2006

    • Author(s)
      K.Hotta
    • Organizer
      Proc. of 18th International Conference on Pattern Recognition (ICPR2006), Vol.2, pp.610-613,
    • Place of Presentation
      IEEE, Hong Kong Convention and Exhibition Centre, Hong Kong, China
    • Related Report
      2008 Final Research Report
  • [Presentation] パーティクルフィルタによる適応的な重み選択に基づく部分的な隠れにロバストな顔追跡2006

    • Author(s)
      堀田一弘
    • Organizer
      第7回計測自動制御学会(SICE)システムインテグレーション部門講演会(SI2006),pp.894-895
    • Place of Presentation
      札幌コンベンションセンター,札幌市
    • Related Report
      2008 Final Research Report
  • [Presentation] Adaboostを用いた認識課題に適した重みづけ和カーネルの自動生成2006

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2006),pp.630-635
    • Place of Presentation
      仙台市青年文化センター,仙台市
    • Related Report
      2008 Final Research Report
  • [Presentation] Object Detection Using Independent Local Feature Extractor2005

    • Author(s)
      R.Nakano, K.Hotta and H.Takahashi
    • Organizer
      Proc. of SPIE, Vol.6051, (SPIE International Symposium on Optomechatronic Technologies), pp.605106(1)-(8), SPIE
    • Place of Presentation
      Sapporo Convention Center, Sapporo, Japan
    • Related Report
      2008 Final Research Report
  • [Presentation] obust Object Tracking Under Pose Variation2005

    • Author(s)
      K.Hotta
    • Organizer
      Proc. of SPIE, Vol.6051, (SPIE International Symposium on Optomechatronic Technologies), pp.60510T(1)-(12), SPIE
    • Place of Presentation
      Sapporo Convention Center, Sapporo, Japan
    • Related Report
      2008 Final Research Report
  • [Presentation] View Independent Face Recognition Based on Kernel Principal Component Analysis of Local Parts2005

    • Author(s)
      K.Hotta
    • Organizer
      Proc. IEEE International Conference on Image Processing (ICIP2005), Vol.III, pp.760-763
    • Place of Presentation
      IEEE, Genova, Italy
    • Related Report
      2008 Final Research Report
  • [Presentation] View Independent Video-Based Face Recognition Using Posterior Probability in Kernel Fisher Discriminant Space2005

    • Author(s)
      K.Hotta
    • Organizer
      Proc. International Conference on Advanced in Pattern Recognition (ICAPR2005), Lecture Notes in Computer Science Vol.3687, pp.103-111, Springer
    • Place of Presentation
      Bath, United Kingdom
    • Related Report
      2008 Final Research Report
  • [Presentation] 局所特徴のカーネル主成分分析に基づく向きに頑健な顔認識2005

    • Author(s)
      堀田一弘
    • Organizer
      画像の認識・理解シンポジウム(MIRU2005),pp.727-732
    • Place of Presentation
      淡路夢舞台国際会議場,兵庫県
    • Related Report
      2008 Final Research Report
  • [Remarks] ホームページ等

    • URL

      http://www.htlab.ice.uec.ac.jp/~hotta/

    • Related Report
      2008 Final Research Report

URL: 

Published: 2006-04-01   Modified: 2016-04-21  

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