Large-Scale Query-by-Image Video Retrieval Using Bloom Filters

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Araujo, Andre; Chaves, Jason; Lakshman, Haricharan; Angst, Roland; Girod, Bernd;
  • Subject: Computer Science - Multimedia | Computer Science - Information Retrieval | Computer Science - Databases

We consider the problem of using image queries to retrieve videos from a database. Our focus is on large-scale applications, where it is infeasible to index each database video frame independently. Our main contribution is a framework based on Bloom filters, which can b... View more
  • References (41)
    41 references, page 1 of 5

    [1] A. Araujo, J. Chaves, R. Angst, and B. Girod. Temporal Aggregation for Large-Scale Query-by-Image Video Retrieval. In Proc. ICIP, 2015.

    [2] A. Araujo, J. Chaves, D. Chen, R. Angst, and B. Girod. Stanford I2V: A News Video Dataset for Query-by-Image Experiments. In Proc. ACM MMSys, 2015.

    [3] L. Ballan, M. Bertini, G. Serra, and A. Del Bimbo. A Data-Driven Approach for Tag Re nement and Localization in Web Videos. Computer Vision and Image Understanding, 140:58{67, 2015.

    [4] N. Ballas, M. Redi, A. Hamadi, B. Gao, B. Labbe, B. Merialdo, C. Zhu, L. Chen, B. Safadi, N. Derbas, Y. Tang, A. Benoit, H. L. Borgne, B. Mansencal, E. Dellandrea, J. Benois-Pineau, P. Lambert, P. Gosselin, M. Budnik, T. Strat, D. Picard, S. Ayache, G. Quenot, and C. Bichot. IRIM at TRECVID 2014: Semantic Indexing and Instance Search. In Proc. TRECVID, 2014.

    [5] R. Balu, T. Furon, and H. Jegou. Beyond Project and Sign for Cosine Estimation with Binary Codes. In Proc. ICASSP, 2014.

    [6] B. Bloom. Space/Time Trade-o s in Hash Coding with Allowable Errors. Communications of the ACM, 13, 1970.

    [7] A. Broder and M. Mitzenmacher. Network Applications of Bloom Filters: A Survey. Internet Mathematics, 2004.

    [8] M. S. Charikar. Similarity Estimation Techniques from Rounding Algorithms. In Proc. ACM Symposium on Theory of Computing, 2002.

    [9] J. Chen, Y. Cui, G. Ye, D. Liu, and S.-F. Chang. Event-Driven Semantic Concept Discovery by Exploiting Weakly Tagged Internet Images. In Proc. ICMR, 2014.

    [10] L. Duan, D. Xu, and S.-F. Chang. Exploiting Web Images for Event Recognition in Consumer Videos: A Multiple Source Domain Adaptation Approach. In Proc. CVPR, 2012.

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