Towards standardised fingerprint matching robustness assessment: the StirMark toolkit -- cross-database comparisons with minutiae-based matching

We propose to establish a standardised tool in fingerprint recognition robustness assessment, which is able to simulate a wide class of acquisition conditions, applicable to any given dataset and also of potential interest in forensic analysis. As an example, StirMark image manipulations (as being developed in the context of watermarking robustness assessment) are applied to fingerprint data to generate test data for robustness evaluations, thereby interpreting certain image manipulations as being highly related to realistic fingerprint acquisition conditions. Experimental results involving three different minutiae-based fingerprint matching schemes applied to FVC2004 data underline the need for standardised testing and a corresponding simulation toolset.

[1]  Fabien A. P. Petitcolas,et al.  Fair benchmark for image watermarking systems , 1999, Electronic Imaging.

[2]  Fabien A. P. Petitcolas,et al.  Fair evaluation methods for image watermarking systems , 2000, J. Electronic Imaging.

[4]  Jana Dittmann,et al.  Challenges in contact-less latent fingerprint processing in crime scenes: Review of sensors and image processing investigations , 2012, 2012 Proceedings of the 20th European Signal Processing Conference (EUSIPCO).

[5]  Anil K. Jain,et al.  Synthetic Fingerprint Generation , 2009, Encyclopedia of Biometrics.

[6]  G. Aguilar,et al.  Fingerprint Recognition , 2007, Second International Conference on Internet Monitoring and Protection (ICIMP 2007).

[7]  Anil K. Jain,et al.  Handbook of Fingerprint Recognition , 2005, Springer Professional Computing.

[8]  R. Ostrovsky,et al.  Fingerprint Recognition , 2008 .

[9]  Rama Chellappa,et al.  Synthetic Fingerprint Generation , 2009, Encyclopedia of Biometrics.

[10]  Anil K. Jain,et al.  Handbook of Fingerprint Recognition, Second Edition , 2009 .

[11]  Anil K. Jain,et al.  FVC2004: Third Fingerprint Verification Competition , 2004, ICBA.