• DocumentCode
    42893
  • Title

    Rate-adaptive Compact Fisher Codes for Mobile Visual Search

  • Author

    Jie Lin ; Ling-Yu Duan ; Yaping Huang ; Siwei Luo ; Tiejun Huang ; Wen Gao

  • Author_Institution
    Beijing Key Lab. of Trafiic Data Anal. & Min., Beijing Jiaotong Univ., Beijing, China
  • Volume
    21
  • Issue
    2
  • fYear
    2014
  • fDate
    Feb. 2014
  • Firstpage
    195
  • Lastpage
    198
  • Abstract
    Extraction and transmission of compact descriptors are of great importance for next-generation mobile visual search applications. Existing visual descriptor techniques mainly compress visual features into compact codes of fixed bit rate, which is not adaptive to the bandwidth fluctuation in wireless environment. In this letter, we propose a Rate-adaptive Compact Fisher Codes (RCFC) to produce a bit rate scalable image signature. In particular, RCFC supports fast matching of descriptors based on Hamming distance; meanwhile, low memory footprint is offered. Extensive evaluation over benchmark databases shows that RCFC significantly outperforms the state-of-the-art and provides a promising descriptor scalability in terms of bit rates versus desired search performance.
  • Keywords
    Hamming codes; adaptive codes; data compression; image coding; image matching; mobile handsets; next generation networks; vocabulary; Hamming distance; RCFC; bandwidth fluctuation; bit rate scalable image signature; compact descriptor extraction; compact descriptor transmission; image matching; next-generation mobile visual search application; rate-adaptive compact Fisher code; visual descriptor technique; visual feature compression; wireless environment; Bit rate; Databases; Image coding; Mobile communication; Transform coding; Vectors; Visualization; Compact descriptors; Fisher vector; compression; mobile visual search; rate adaptation;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2013.2296532
  • Filename
    6697883