• DocumentCode
    65415
  • Title

    A Framework for Binding and Retrieving Class-Specific Information to and from Image Patterns Using Correlation Filters

  • Author

    Boddeti, V.N. ; Kumar, B. V. K. Vijaya

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
  • Volume
    35
  • Issue
    9
  • fYear
    2013
  • fDate
    Sept. 2013
  • Firstpage
    2064
  • Lastpage
    2077
  • Abstract
    We describe a template-based framework to bind class-specific information to a set of image patterns and retrieve that information by matching the template to a query pattern of the same class. This is done by mapping the class-specific information to a set of spatial translations which are applied to the set of image patterns from which a template is designed, taking advantage of the properties of correlation filters. The bound information is retrieved during matching with an authentic query by estimating the spatial translations applied to the images that were used to design the template. In this paper, we focus on the problem of binding information to biometric signatures as an application of our framework. Our framework is flexible enough to allow spreading the information to be bound over multiple pattern classes which, in the context of biometric key-binding, enables multiclass and multimodal biometric key-binding. We demonstrate the effectiveness of the proposed scheme via extensive numerical results on multiple biometric databases.
  • Keywords
    face recognition; filtering theory; image matching; image retrieval; palmprint recognition; authentic query; biometric signatures; class-specific information binding; class-specific information retrieval; correlation filters; face recognition; image patterns; multiclass biometric key-binding; multimodal biometric key-binding; palmprint recognition; query pattern; spatial translations; template matching; template-based framework; Authentication; Correlation; Databases; Matched filters; Noise; Pattern matching; Training; Biometric security; biometric key-binding; correlation filters; face recognition; palmprint recognition; Algorithms; Biometric Identification; Computer Simulation; Humans; Image Processing, Computer-Assisted;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2012.244
  • Filename
    6342944