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INTERACTIVE RETRIEVAL AND FILTERING TECHNIQUES FOR VIDEO DATA

Research Project

Project/Area Number 14580424
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKyushu University (2004)
九州芸術工科大学 (2002-2003)

Principal Investigator

URAHAMA Kiichi  Kyushu University, Faculty of Design, Professor, 大学院・芸術工学研究院, 教授 (10150492)

Co-Investigator(Kenkyū-buntansha) INOUE Kohei  Kyushu University, Faculty of Design, Research Associate, 大学院・芸術工学研究院, 助手 (70325570)
Project Period (FY) 2002 – 2004
Project Status Completed (Fiscal Year 2004)
Budget Amount *help
¥2,800,000 (Direct Cost: ¥2,800,000)
Fiscal Year 2004: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2003: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 2002: ¥1,300,000 (Direct Cost: ¥1,300,000)
Keywordsvideo data / similarity search / collaborative filtering / filtering search / latent semantic analysis / clustering / graph spectral method / video analysis / 映像検索 / 類似画像検索 / 強調フィルタリング / 時間コレログラム
Research Abstract

The aims of this research is the similarity search of visual media. We have developed some basic techniques for personalizing retrieval systems such as interactive retrieval methods based on relevance feedbacks, speeding-up techniques by filtering retrieval methods and user preference handling methods based on collaborative filtering techniques.
At first, we have developed some image retrieval methods such as the similarity search by using edge orientation histograms, retrieval with a graph histogram based on extraction of image feature points and an image retrieval technique using bilinear form similarity between the feature vectors.
We have next applied these image retrieval methods to the similarity search of video frames. We developed firstly a video retrieval method based on the distance between mixture distributions after the development of the representation method for videos with mixture distributions of frames. We next proposed a feature vector of videos called the temporal corr … More elogram which represents the correlation between consecutive video frames and by using this temporal correlogram we have developed a similarity search technique for videos. We have also developed a similarity search method of videos based on the latent semantic analysis with the representation of the video database by a contingency table of shot configuration of videos. We have developed a robust clustering method for the improvement in the performance of this video retrieval method based on the latent semantic analysis.
At the aim of acceleration of the search of images or videos based on these methods, we have developed some filtering search techniques such as the filtering based on the lower bound of the bilinear form distance between feature vectors, the filtering based on the upper bound of the temporal correlogram, the filtering based on the lower bound of the graph histograms and the filtering search technique based on the upper and the lower bounds of the histogram intersection.
We have examined the collaborative filtering method for recommendation of videos for users according to their predicted preference of videos. We have developed an acceleration method for the collaborative filtering by clustering users, a fast collaborative filtering method of preference estimation based on the correlation between items, and a method for selecting an optimal set of items for presenting them to a new user. Less

Report

(4 results)
  • 2004 Annual Research Report   Final Research Report Summary
  • 2003 Annual Research Report
  • 2002 Annual Research Report
  • Research Products

    (27 results)

All 2004 2003 2002 Other

All Journal Article (17 results) Publications (10 results)

  • [Journal Article] ロバスト潜在意味解析に基づくビデオの類似検索2004

    • Author(s)
      井上光平, 浦浜喜一
    • Journal Title

      映像情報メディア学会誌 58, 12

      Pages: 1835-1838

    • NAID

      110006837090

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 双1次形式類似度に基づく画像検索2004

    • Author(s)
      井上光平, 浦浜喜一
    • Journal Title

      電子情報通信学会論文誌 J87-D-II, 3

      Pages: 906-908

    • NAID

      110003171077

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Continuous optimization for item selection in collaborative filtering2004

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      IEICE Trans.Inf.& Syst. E87-D, 7

      Pages: 1987-1988

    • NAID

      110003214088

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Similarity search of videos based on latent semantic analysis2004

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      ITE Transactions 58, 12

      Pages: 1835-1838

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Image retrieval based on bilinear form similarity2004

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      IEICE Trans.Inf. & Syst. J87-D-II, 3

      Pages: 906-908

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Continuous optimization for item selection in collaborative filtering2004

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      IEICE Trans.Inf. & Syst. E87-D, 7

      Pages: 1987-1988

    • NAID

      110003214088

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] ロバスト潜在意味解析に基づくビデオの類似検索2004

    • Author(s)
      井上光平, 浦浜喜一
    • Journal Title

      映像情報メディア学会誌 58,12

      Pages: 1835-1838

    • NAID

      110006837090

    • Related Report
      2004 Annual Research Report
  • [Journal Article] グラフスペクトル法によるロバストファジークラスタリング2004

    • Author(s)
      井上光平, 浦浜喜一
    • Journal Title

      電子情報通信学会論文誌 J87-D-II,7

      Pages: 1547-1550

    • Related Report
      2004 Annual Research Report
  • [Journal Article] 双1次形式類似度に基づく画像検索2004

    • Author(s)
      井上光平, 浦浜喜一
    • Journal Title

      電子情報通信学会論文誌 J87-D-II,3

      Pages: 906-908

    • NAID

      110003171077

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Continuous optimization for item selection in collaborative filtering2004

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      IEICE Trans.Inf. & Syst. E87-D,7

      Pages: 1987-1988

    • NAID

      110003214088

    • Related Report
      2004 Annual Research Report
  • [Journal Article] Robust fuzzy clustering based on similarity between data2004

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      J.Adv.Comput.Intell. & Intell. Informatics 8,2

      Pages: 115-120

    • Related Report
      2004 Annual Research Report
  • [Journal Article] ヒストグラムインタセクションの上限と下限に基づくフィルタリング検索2003

    • Author(s)
      井上光平, 浦浜喜一
    • Journal Title

      電子情報通信学会論文誌 J86-D-II, 2

      Pages: 368-370

    • NAID

      110003170898

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] エッジ方向コレログラムによる画像検索の高速化2003

    • Author(s)
      井上光平, 浦浜喜一
    • Journal Title

      電子情報通信学会論文誌 J86-D-II, 11

      Pages: 1713-1714

    • NAID

      110003170868

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Filtering search technique based on lower and upper bounds of histogram intersection2003

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      IEICE Trans.Inf. & Syst. J86-D-II, 2

      Pages: 368-370

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Speeding-up of image retrieval using edge orientation histogram2003

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      IEICE Trans.Inf. & Syst. J86-D-II, 11

      Pages: 1713-1714

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] 時間コレログラムによるビデオの類似検索2002

    • Author(s)
      井上光平, 浦浜喜一
    • Journal Title

      映像情報メディア学会誌 56, 10

      Pages: 1651-1656

    • NAID

      110003689549

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Journal Article] Similarity search of vides using temporal correlogram.2002

    • Author(s)
      K.Inoue, K.Urahama
    • Journal Title

      ITE Transactions 56, 10

      Pages: 1651-1658

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2004 Final Research Report Summary
  • [Publications] 井上光平, 浦浜喜一: "スパースな固有値分解に基づくイメージアナロジー法の高速化"電子情報通信学会論文誌. J86-A,5. 604-606 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "エッジ方向コレログラムによる画像検索の高速化"電子情報通信学会論文誌. J86-D-II,11. 1713-1714 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "類似度データに基づくロバストファジークラスタリング"電子情報通信学会論文誌. J86-D-II,8. 1262-1264 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "データ間連結度に基づく任意形状ファジークラスタの抽出"電子情報通信学会論文誌. J86-D-II,10. 1511-1513 (2003)

    • Related Report
      2003 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "次元削減に基づくフィルタリングによるkNN識別の高速化"電子情報通信学論文誌. J85-D-II,5. 950-953 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 堀田政二, 井上光平, 浦浜喜一: "混合分布表現の基づくビデオの類似検索"映像情報メディア学会誌. 56,5. 836-841 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "フィルタリング検索によるイメージアナロジー法の高速化"電子情報通信学会論文誌. J85-A,7. 808-810 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "インクリメンタルクラスタリングによる協調フィルタリングの高速化"電子情報通信学会論文誌. J85-D-II,8. 1355-1357 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "時間コレログラムによるビデオの類似検索"映像情報メディア学会誌. 56,10. 1651-1656 (2002)

    • Related Report
      2002 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "ヒストグラムインタセクションの上限と下限に基づくフィルタリング検索"電子情報通信学会論文誌. J86-D-II,2. 368-370 (2003)

    • Related Report
      2002 Annual Research Report

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Published: 2002-04-01   Modified: 2016-04-21  

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