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Video retrieval by using video ontology

Research Project

Project/Area Number 19300028
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Media informatics/Database
Research InstitutionKobe University

Principal Investigator

UEHARA Kuniaki  Kobe University, 工学研究科, 教授 (60160206)

Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥18,850,000 (Direct Cost: ¥14,500,000、Indirect Cost: ¥4,350,000)
Fiscal Year 2009: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2008: ¥6,370,000 (Direct Cost: ¥4,900,000、Indirect Cost: ¥1,470,000)
Fiscal Year 2007: ¥7,020,000 (Direct Cost: ¥5,400,000、Indirect Cost: ¥1,620,000)
Keywordsマルチメディア情報処理 / ビデオオントロジ / データマイニング / マルチメディア / パターンの抽出 / ラフ集合理論
Research Abstract

In videos, the same event can be taken by different camera techniques and in different situations. Therefore, shots of the same event may contain significantly different features. In order to retrieve such diverse sets of shots for a given event (query), we propose a method which defines an event based on the rough set theory. First, given subsets of shots for an event as positive examples, we represent the event as the union of the subsets. Then, we adopt a partially supervised learning approach to obtain negative examples from a large amount of unlabeled data. To be precise, we identify "likely" negative examples from the unlabeled data based on their dissimilarities to the given positive examples. In calculating dissimilarities, we take advantage of subspace clustering to find clusters in different subspaces of the high-dimensional feature space.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (31 results)

All 2010 2009 2008 2007 Other

All Journal Article (13 results) (of which Peer Reviewed: 9 results) Presentation (16 results) Book (2 results)

  • [Journal Article] Query-based Video Event Definition Using Rough Set Theory and High-dimensional Representation2010

    • Author(s)
      K.Shirahama, C.Sugihara, K.Uehara
    • Journal Title

      Proc.of The 16-th International Conference on Multimedia Modeling

      Pages: 358-369

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Mining Event Definitions from Queries for Video Retrieval on the Internet2009

    • Author(s)
      K.Shirahama, C.Sugihara, K.Matsumura, Y.Matsuoka, K.Uehara
    • Journal Title

      Proc.of The First International Workshop on Internet Multimedia Mining

      Pages: 176-183

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Query-based Video Event Definition Using Rough Set Theory2009

    • Author(s)
      K.Shirahama, C.Sugihara, Y.Matsuoka, K.Uehara
    • Journal Title

      Proc.of the first ACM International Workshop on Events in Multimedia

      Pages: 9-15

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Novel Topic Extraction Method based on Bursts in Video Streams2008

    • Author(s)
      K. Shirahama, K. Uehara
    • Journal Title

      International Journal of Hybrid Information Technology 1,3

      Pages: 21-32

    • Related Report
      2009 Final Research Report
  • [Journal Article] TRECVID 2008 NOTEBOOK PAPER : Interactive Search Using Multiple Queries and Rough Set Theory2008

    • Author(s)
      Akihito Mizui, Kimiaki Shirahama, Kuniaki Uehara
    • Journal Title

      Proc. of TREC Video Retrieval Evaluation (TRECVID)2008 Workshop

      Pages: 123-132

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Novel Topic Extraction Method based on Bursts in Video streams2008

    • Author(s)
      Kimlaki Shirahama, Kuniaki Uehara
    • Journal Title

      International Journal of Hybrid Information Technology 1

      Pages: 21-32

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Query by Shots : Retrieving Meaningful Events Using Multiple Queries and Rough Set Theory2008

    • Author(s)
      Kimlaki Shirahama, Kuniaki Uehara
    • Journal Title

      Proc. of the 9th International Workshop on Multimedia Data Mining

      Pages: 43-52

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 相補的な視覚的学習による複数の認識手法の統合2007

    • Author(s)
      野宮浩揮, 上原邦昭
    • Journal Title

      電子情報通信学会論文誌 J90-D,11

      Pages: 3043-3054

    • NAID

      110007380621

    • Related Report
      2009 Final Research Report
  • [Journal Article] 輝度投影相関と二分化テンソルヒストグラムを併用したオンライン処理向けカメラワーク解析法の精度向上~訓練指向型オンライン映像撮影ナビゲーションシステム~2007

    • Author(s)
      熊野雅仁, 有木康雄, 上原邦昭
    • Journal Title

      映像情報メディア学会誌 61,8

      Pages: 1159-1167

    • Related Report
      2009 Final Research Report
  • [Journal Article] 実時間カメラワーク評価に基づく単一ショット訓練指向型オンライン映像処理ナビゲーションシステム~映像文法を背景とした映像撮影学習システムに向けて~2007

    • Author(s)
      熊野雅仁, 有木康雄, 上原邦昭
    • Journal Title

      映像情報メディア学会誌 61,8

      Pages: 1150-1158

    • Related Report
      2009 Final Research Report
  • [Journal Article] 相補的な視覚的学習による複数の認識手法の統合2007

    • Author(s)
      野宮浩揮, 上原邦昭
    • Journal Title

      電子情報通信学会論文誌 J90-D

      Pages: 3043-3054

    • NAID

      110007380621

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 輝度投影相関と二分化テンソルヒストグラムを併用したオンライン処理向けカメラワーク解析法の精度向上〜訓練指向型オンライン映像撮影ナビゲーションシステム〜2007

    • Author(s)
      熊野雅仁, 有木康雄, 上原邦昭
    • Journal Title

      映像情報メディア学会誌 61

      Pages: 1159-1167

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 実時間カメラワーク評価に基づく単一ショット訓練指向型オンライン映像処理ナビゲーションシステム〜映像文法を背景とした映像撮影学習システムに向けて〜2007

    • Author(s)
      熊野雅仁, 有木康雄, 上原邦昭
    • Journal Title

      映像情報メディア学会誌 61

      Pages: 1150-1158

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Query-based Video Event Definition Using Rough Set Theory and High-dimensional Representation2010

    • Author(s)
      K. Shirahama, C. Sugihara, K. Uehara
    • Organizer
      Proc. of the 16th International Conference on Multimedia Modeling (MMM 2010)
    • Related Report
      2009 Final Research Report
  • [Presentation] Query-based Video Event Definition Using Rough Set Theory and Video Prototypes2010

    • Author(s)
      K. Shirahama, C. Sugihara, Y. Matsuoka, K. Uehara
    • Organizer
      Proc. of IS&T/SPIE Electronic Imaging Multimedia Content Access: Algorithms and Systems IV
    • Related Report
      2009 Final Research Report
  • [Presentation] Mining Event Definitions from Queries for Video Retrieval on the Internet2010

    • Author(s)
      K. Shirahama, C. Sugihara, K. Matsumura, Y. Matsuoka, K. Uehara
    • Organizer
      Proc. of the 1st International Workshop on Internet Multimedia Mining in conjunction with IEEE ICDM 2009 (IMM 2009)
    • Related Report
      2009 Final Research Report
  • [Presentation] Query-based Video Event Definition Using Rough Set Theory2010

    • Author(s)
      K. Shirahama, C. Sugihara, Y. Matsuoka, K. Uehara
    • Organizer
      Proc. of the 1st ACM International Workshop on Events in Multimedia (EiMM 2009)
    • Related Report
      2009 Final Research Report
  • [Presentation] ラフ集合理論を用いたクエリー映像からイベント検索モデルの導出2009

    • Author(s)
      杉原ちえり, 白浜公章, 上原邦昭
    • Organizer
      平成21年度情報処理学会関西支部 支部大会
    • Place of Presentation
      神戸大学(兵庫県)
    • Year and Date
      2009-09-29
    • Related Report
      2009 Annual Research Report
  • [Presentation] バースト検出に基づく映像からのトピック抽出2009

    • Author(s)
      白浜公章, 上原邦昭
    • Organizer
      情報処理学会研究報告, 2009-MPS-73
    • Place of Presentation
      沖縄
    • Year and Date
      2009-03-05
    • Related Report
      2008 Annual Research Report
  • [Presentation] Kobe University at TRECVID 2009 Search Task2009

    • Author(s)
      Kimiaki Shirahama, Chieri Sugihara, Yuta Matsuoka, Kana Matsumura, Kuniaki Uehara
    • Organizer
      Proc. of TREC Video Retrieval Evaluation (TRECVID) 2009 Workshop
    • Related Report
      2009 Final Research Report
  • [Presentation] Characteristics of Textual Information in Video Data from the Perspective of Natural Language Processing2008

    • Author(s)
      Kimiaki Shirahama, Akihito Mizui, Kuniaki Uehara
    • Organizer
      Proc. of Semantic Knowledge Discovery, Organization and Use
    • Related Report
      2009 Final Research Report
  • [Presentation] TRECVID 2008 NOTEBOOK PAPER: Interactive Search Using Multiple Queries and Rough Set Theory2008

    • Author(s)
      Akihito Mizui, Kimiaki Shirahama, Kuniaki Uehara
    • Organizer
      Proc. of TREC Video Retrieval Evaluation (TRECVID) 2008 Workshop
    • Related Report
      2009 Final Research Report
  • [Presentation] A Novel Topic Extraction Method based on Bursts in Video Streams2008

    • Author(s)
      K. Shirahama, K. Uehara
    • Organizer
      Proc. of the 2nd International Conference on Multimedia and Ubiquitous Engineering
    • Related Report
      2009 Final Research Report
  • [Presentation] Query by Shots: Retrieving Meaningful Events Using Multiple Queries and Rough Set Theory2008

    • Author(s)
      K. Shirahama, K. Uehara
    • Organizer
      Proc. of the 9th International Workshop on Multimedia Data Mining
    • Related Report
      2009 Final Research Report
  • [Presentation] ビデオオントロジーの構築による映像イベントの体系化2008

    • Author(s)
      杉原ちえり, 上原邦昭
    • Organizer
      第70回情報処理学会全国大会
    • Place of Presentation
      筑波大学
    • Related Report
      2007 Annual Research Report
  • [Presentation] Multistrategical Image Classification for Image Data Mining2007

    • Author(s)
      H. Nomiya, K. Uehara
    • Organizer
      Proc. of International Workshop on Multimedia Data Mining
    • Related Report
      2009 Final Research Report
  • [Presentation] Video Data Mining: Discovering Topics by Burst Detection in Video Streams2007

    • Author(s)
      K. Shirahama, K. Uehara
    • Organizer
      Proc. of ICDM 2007 Workshop on Knowledge Discovery and Data Mining from Multimedia Data and Multimedia Applications
    • Related Report
      2009 Final Research Report
  • [Presentation] Multistrategical Approach in Visual Learning2007

    • Author(s)
      H. Nomiya, K. Uehara
    • Organizer
      Proc. of 8th Asian Conference on Computer Vision
    • Related Report
      2009 Final Research Report
  • [Presentation] Content-Based Video Retrieval Using Video Ontology2007

    • Author(s)
      K. Shirahama, K. Otaka, K. Uehara
    • Organizer
      Proc. of the 3rd IEEE International Workshop on Multimedia Information Processing and Retrieval
    • Related Report
      2009 Final Research Report
  • [Book] Content-based Image Classification via Ensemble Visual Learning, pp. 141-166, Julio Ponce and Adem Karahoca (eds. ), Data Mining and Knowledge Discovery in Real Life Applications (分担執筆)2009

    • Author(s)
      Hiroki Nomiya, Kuniaki Ueha
    • Total Pages
      438
    • Publisher
      intechweb. org
    • Related Report
      2008 Annual Research Report
  • [Book] Content-based Image Classification via Ensemble Visual Learning(Julio Ponce and Adem Karahoca (eds.))

    • Author(s)
      Hiroki Nomiya, Kuniaki Uehara
    • Publisher
      Data Mining and Knowledge Discovery in Real Life Applications
    • Related Report
      2009 Final Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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