• DocumentCode
    2570584
  • Title

    Effectiveness of assigning confidence levels to classifiers and a novel feature in fingerprint matching

  • Author

    Qureshi, Khurram Yasin ; Khan, Shoab A.

  • Author_Institution
    Dept. of Comput. Eng., Nat. Univ. of Sci. & Technol., Rawalpindi, Pakistan
  • fYear
    2009
  • fDate
    11-14 Oct. 2009
  • Firstpage
    2181
  • Lastpage
    2186
  • Abstract
    There are different methods and techniques used for matching fingerprints but the most common and popular approach is minutiae based matching. Our approach is based on structural matching and the matching algorithm presented here is the improved and modified form of. In this method, matching is done on the basis of five closest neighbors of one single minutia that is also called a center minutia. An authentication of minutia is based on these surrounding neighbors. The approach we present here is divided in to two stages. First stage performs initial filtration and the second stage includes special matching criteria that incorporate fuzzy logic as well as a novel feature to select final minutiae for matching score calculation. The method of selecting center point for second stage is also adapted. This algorithm is able to perform well for translated, rotated and stretched fingerprints and does not require any process for alignment before matching. Experimental results show that algorithm is efficient and reliable.
  • Keywords
    biometrics (access control); fuzzy logic; image matching; message authentication; biometric systems; center minutia; fingerprint matching; fuzzy logic; matching algorithm; matching score calculation; minutia authentication; minutiae based matching; structural matching; Authentication; Biometrics; Cybernetics; Educational institutions; Filtration; Fingerprint recognition; Fuzzy logic; Joining processes; Mechanical engineering; USA Councils; Distance from center to ridge intersection; Fingerprint matching; Fuzzy logic; Structural matching;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-2793-2
  • Electronic_ISBN
    1062-922X
  • Type

    conf

  • DOI
    10.1109/ICSMC.2009.5346241
  • Filename
    5346241