• DocumentCode
    172944
  • Title

    Fast large-scale multimedia indexing and searching

  • Author

    Mohamed, Hager ; Osipyan, Hasmik ; Marchand-Maillet, Stephane

  • Author_Institution
    Comput. Sci. Dept., Univ. of Geneva, Geneva, Switzerland
  • fYear
    2014
  • fDate
    18-20 June 2014
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Searching for digital images in large-scale multimedia database is a hard problem due to the rapid increase of the digital assets. Metric Permutation Table is an efficient data structure for large-scale multimedia indexing. This data structure is based on the Permutation-based indexing, that aims to predict the proximity between elements encoding their location with respect to their surrounding. The main constraint of the Metric Permutation Table is the indexing time. With the exponential increase of multimedia data, parallel computation is needed. Opening the GPUs to general purpose computation allows to perform parallel computation on a powerful platform. In this paper, we propose efficient indexing and searching algorithms for the Metric Permutation Table using GPU and multi-core CPU. We study the performance and efficiency of our algorithms on large-scale datasets of millions of images. Experimental results show a decrease of the indexing time while preserving the quality of the results.
  • Keywords
    content-based retrieval; data structures; database indexing; graphics processing units; image retrieval; multimedia databases; multiprocessing systems; parallel processing; GPU; data structure; digital assets; general purpose computation; large-scale multimedia database; large-scale multimedia indexing; large-scale multimedia searching; metric permutation table; multicore CPU; parallel computation; permutation-based indexing; Graphics processing units; Indexing; Instruction sets; Measurement; Random access memory; Search problems; Sorting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Content-Based Multimedia Indexing (CBMI), 2014 12th International Workshop on
  • Conference_Location
    Klagenfurt
  • Type

    conf

  • DOI
    10.1109/CBMI.2014.6849819
  • Filename
    6849819