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Interactive Image Retrieval by Graph Spectral Methods

Research Project

Project/Area Number 11680392
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionKyushu Institute of Design

Principal Investigator

URAHAMA Kiichi  kyushu Institute of Design, Faculty of Design, Profressor, 芸術工学部, 教授 (10150492)

Co-Investigator(Kenkyū-buntansha) ONO Naoki  kyushu Institute of Design, Faculty of Design, Associate Profressor, 芸術工学部, 助教授 (60185642)
Project Period (FY) 1999 – 2001
Project Status Completed (Fiscal Year 2001)
Budget Amount *help
¥1,900,000 (Direct Cost: ¥1,900,000)
Fiscal Year 2001: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 2000: ¥500,000 (Direct Cost: ¥500,000)
Fiscal Year 1999: ¥900,000 (Direct Cost: ¥900,000)
Keywordsimage retrieval / fuzzy clustering / graph spectral method / filtering search / browing retrieval / ビデオ検索 / 感性検索 / 次元削減 / ファジイクラスタリング / 多変量解析
Research Abstract

We have proposed, in this research, an effective retrieval method for multimedia data such as images and videos and have developed an interactive system for user-friendly multimedia retrieval. We first developed graph spectral methods for clustering and visualization of multimedia data. In these methods, high dimensional multimedia data are projected into low dimensional space by a linear transformation of feature vectors and they are partitioned into clusters and are displayed on a screen. In addition to this data visualization system, we have developed an acceleration method for similarity search of multimedia data. A filtering method was developed for retrieval of data similar to user's query. Incorporating these two basic methods for visualization and fast searching of multimedia data, we developed an interactive system of retrieval of images and videos. In this system, the retrieved data are displayed on a screen arranged in a three dimensional space by VRML. This display is updated incrementally after each selection of an image or video by users. Users are navigated by this system for effectively finding target data in the database. The effectiveness of this retrieval system has been verified by some experiments with various users.

Report

(4 results)
  • 2001 Annual Research Report   Final Research Report Summary
  • 2000 Annual Research Report
  • 1999 Annual Research Report
  • Research Products

    (29 results)

All Other

All Publications (29 results)

  • [Publications] 井上光平, 浦浜喜一: "低次元でのフィルタリングを利用した画像検索"電子情報通信学会論文誌. J84-D-II. 222-224 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 堀田政二, 井上光平, 浦浜喜一: "ファジークラスタリングによる視覚化と検索のグラフ構造データへの応用"情報処理学会論文誌:データベース. 42. 70-79 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 堀田政二, 井上光平, 浦浜喜一: "重み付きグラフからのファジークラスタ抽出"電子情報通信学会論文誌. J84-A. 351-359 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 井上光平, 浦浜喜一: "参照画像を用いるビデオの類似検索"電子情報通信学会論文誌. J84-D-II. 1533-1536 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 堀田政二, 井上光平, 浦浜喜一: "次元削減とクラスタリングに基づくフィルタリングによる画像検索の高速化"映像情報メディア学会誌. 55. 1543-1546 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 堀田政二, 浦浜喜一: "次元削減とクラスタリングに基づく画像の近似kNN検索"映像情報メディア学会誌. 55. 1665-1668 (2001)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] K. Inoue: "Image retrieval by using filtering in low dimensional space"Trans. of IEICE. J84-D-II. 222-224 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] S. Hotta: "Extraction of fuzzy clusters from weighted graphs"Trans. of IEICE. J84-A. 351-359 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] S. Hotta: "Visualization and retrieval based on fuzzy clustering and their application to graph data"J. of IPSJ : Database. 42. 70-79 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] K. Inoue: "Similarity search of videos using reference images"Trans. of IEICE. J84-D-II. 1533-1536 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] S. Hotta: "Speed-up of image retrieval by filtering based on dimension reduction and clustering"J. of ITE. 55. 1543-1546 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] S. Hotta: "Approximate kNN search of images based on dimension reduction and clustering"J. of ITE. 55. 1665-1668 (2001)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2001 Final Research Report Summary
  • [Publications] 井上光平, 浦浜喜一: "低次元でのフィルタリングを利用した画像検索"電子情報通信学会論文誌. J84-D-II, 1. 222-224 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 堀田政二, 井上光平, 浦浜喜一: "ファジークラスタリングによる視覚化と検索のグラフ構造データへの応用"電子処理学会論文誌:データベース. 42, SIG1. 70-79 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 堀田政二, 井上光平, 浦浜喜一: "重み付きグラフからのファジークラスタ抽出"電子情報通信学会論文誌. J84-A, 3. 351-359 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 井上光平, 浦浜喜一: "参照画像を用いるビデオの類似検索"電子情報通信学会論文誌. J84-D-II, 7. 1533-1536 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 堀田政二, 井上光平, 浦浜喜一: "次元削減とクラスタリングに基づくフィルタリングによる画像検索の高速化"映像情報メディア学会誌. 55, 11. 1543-1546 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 堀田政二, 浦浜喜一: "次元削減とクラスタリングに基づく画像の近KNN似検索"映像情報メディア学会誌. 55, 12. 1665-1668 (2001)

    • Related Report
      2001 Annual Research Report
  • [Publications] 井上光平: "共起関係行列に基づくファジークラスタリングとデータ検索への応用"電子情報通信学会論文誌. J83-D-II,3. 957-966 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 井上光平: "混合密度回帰に基づく感性検索"電子情報通信学会論文誌. J83-D-II,4. 1192-1194 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 堀田政二: "数量化4類によるブラウジング感性検索"映像情報メディア学会誌. 54,6. 901-903 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 堀田政二: "画像集合間距離に基づくビデオの類似検索"映像情報メディア学会誌. 54,11. 1653-1655 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 堀田政二: "低次元空間でのナビゲーションによる画像検索"映像情報メディア学会誌. 54,12. 1792-1795 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] 井上光平: "低次元でのフィルタリングを利用した画像検索"電子情報通信学会論文誌. J84-D-II,1. 222-224 (2001)

    • Related Report
      2000 Annual Research Report
  • [Publications] 後藤龍男: "技術予測レポート 1巻"日本ビジネスレポート株式会社. 288 (2000)

    • Related Report
      2000 Annual Research Report
  • [Publications] K.Inoue: "Sequential fuzzy cluster extraction by a graph spectral method"Pattern Recognition Letters. 20,7. 699-705 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 井上 光平: "キーワードと画像の同時ブラウジングによる検索"電子情報通信学会論文誌. J82DII,11. 2178-2179 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 堀田 政二: "ファジィクラスタリングを活用したビデオの検索"映像情報メディア学会誌. 53,12. 1750-1755 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] 掘田 政二: "ファジィクラスタ構造の可視化"映像情報メディア学会誌. 54,2. 319-321 (2000)

    • Related Report
      1999 Annual Research Report

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Published: 1999-04-01   Modified: 2016-04-21  

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