• DocumentCode
    185635
  • Title

    Systematic evaluation methodology for fingerprint-image quality assessment techniques

  • Author

    Hammerle-Uhl, Jutta ; Pober, Michael ; Uhl, Andreas

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Salzburg, Salzburg, Austria
  • fYear
    2014
  • fDate
    26-30 May 2014
  • Firstpage
    1315
  • Lastpage
    1319
  • Abstract
    We propose a systematic methodology to assess fingerprintimage quality indices. Our approach is able to identify specific weaknesses or strengths of quality indices with respect to certain types of quality impairments. For that purpose, we suggest to employ a tool able to simulate a wide class of acquisition conditions and qualities, applicable to any given dataset and also of potential interest in forensic analysis. As an example for such a tool, StirMark image manipulations (as being developed in the context of watermarking robustness assessment) are applied to fingerprint data in this work, to generate corresponding test data, thereby interpreting certain image manipulations as being highly related to realistic fingerprint acquisition conditions. Experimental results document the usefulness of the approach and report significant inter-data set and inter-fingerprint matcher variability for the quality indices investigated.
  • Keywords
    fingerprint identification; image forensics; image matching; StirMark image manipulation; fingerprint acquisition conditions; fingerprint-image quality assessment techniques; fingerprint-image quality indices; forensic analysis; inter-data set variability; inter-fingerprint matcher variability; systematic evaluation methodology; Correlation; Correlation coefficient; Fingerprint recognition; Image quality; Indexes; Noise; Systematics; StirMark; fingerprint quality indices; fingerprint recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Communication Technology, Electronics and Microelectronics (MIPRO), 2014 37th International Convention on
  • Conference_Location
    Opatija
  • Print_ISBN
    978-953-233-081-6
  • Type

    conf

  • DOI
    10.1109/MIPRO.2014.6859771
  • Filename
    6859771