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Unsupervised Techniques for the Propagation of Label Information in Image Datasets

Research Project

Project/Area Number 24500135
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Media informatics/Database
Research InstitutionNational Institute of Informatics

Principal Investigator

HOULE Michael E.  国立情報学研究所, 大学共同利用機関等の部局等, 客員教授 (90399270)

Co-Investigator(Kenkyū-buntansha) SATOH Shin'ichi  国立情報学研究所, コンテンツ科学研究系, 教授 (90249938)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2012: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywordsラベル伝播 / 分類アルゴリズム / 類似検索 / 画像データ / classification / label propagation / similarity graph / face images / multimedia / sparsification
Outline of Final Research Achievements

Despite much effort by researchers, the problem of automatic recognition of face images remains very difficult. When processing face image queries, the most effective of the current face recognition algorithms determine as the query result a set of images that most closely resemble several of a fixed set of labeled examples. Typically, image databases contain multiple images that may be similar to a given query. The goal of this project is to increase the number of database images with label information, by sharing face image annotations with unlabeled images that are similar to them.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (8 results)

All 2014 2013 2012

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Acknowledgement Compliant: 1 results) Presentation (5 results)

  • [Journal Article] Improving the Quality of K-NN Graphs through Vector Sparsification: Application to Image Databases2014

    • Author(s)
      M, E. Houle, X. Ma, V. Oria, and J. Sun
    • Journal Title

      International Journal of Multimedia Information Retrieval

      Volume: 3(4) Issue: 4 Pages: 259-274

    • DOI

      10.1007/s13735-014-0067-7

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Annotation propagation in image databases using similarity graphs2013

    • Author(s)
      Michael E Houle, Vincent Oria, Shin'ichi Satoh, and Jichao Sun
    • Journal Title

      ACM Transactions on Multimedia Computing, Communications, and Applications

      Volume: 10 Issue: 1 Pages: 1-21

    • DOI

      10.1145/2487736

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Annotation Propagation in Image Databases Using Similarity Graphs2013

    • Author(s)
      M. E. Houle, V. Oria, S.Satoh and J.Sun
    • Journal Title

      the Transactions on Multimedia Computing Communications and Applications

      Volume: 未定

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Efficient Algorithms for Similarity Search in Axis-Aligned Subspaces2014

    • Author(s)
      M, E. Houle, X. Ma, V. Oria, and J. Sun
    • Organizer
      7th International Conference on Similarity Search and Applications (SISAP 2014)
    • Place of Presentation
      Los Cabos, Mexico
    • Year and Date
      2014-10-29 – 2014-10-31
    • Related Report
      2014 Annual Research Report
  • [Presentation] Improving the Quality of K-NN Graphs for Image Databases through Vector Sparsification2014

    • Author(s)
      M, E. Houle, X. Ma, V. Oria, and J. Sun
    • Organizer
      5th ACM International Conference on Multimedia Retrieval (ICMR 2014)
    • Place of Presentation
      Glasgow, UK
    • Year and Date
      2014-04-01 – 2014-04-04
    • Related Report
      2014 Annual Research Report
  • [Presentation] Improving the quality of K-NN graphs for image databases through vector sparsification2014

    • Author(s)
      M. E. Houle, X. Ma, V. Oria and J. Sun
    • Organizer
      5th ACM International Conference on Multimedia Retrieval (ICMR 2014)
    • Place of Presentation
      Glasgow, UK
    • Related Report
      2013 Research-status Report
  • [Presentation] Image retrieval with reciprocal and shared nearest neighbors2014

    • Author(s)
      A. Delvinioti, H. Jegou, L. Amsaleg and M. E. Houle
    • Organizer
      9th International Conference on Computer Vision Theory and Applications (VISAPP 2014)
    • Place of Presentation
      Lisbon, Portugal
    • Related Report
      2013 Research-status Report
  • [Presentation] Dimensional testing for multi-step similarity search2012

    • Author(s)
      M. E. Houle, X. Ma, M. Nett and V. Oria
    • Organizer
      12th IEEE International Conference on Data Mining (ICDM 2012)
    • Place of Presentation
      Brussels, Belgium
    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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