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Proceedings Paper

Missing data reconstruction using Gaussian mixture models for fingerprint images
Author(s): Sos S. Agaian; Rushikesh D. Yeole; Shishir P. Rao; Marzena Mulawka; Mike Troy; Gary Reinecke
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Paper Abstract

Publisher’s Note: This paper, originally published on 25 May 2016, was replaced with a revised version on 16 June 2016. If you downloaded the original PDF, but are unable to access the revision, please contact SPIE Digital Library Customer Service for assistance. One of the most important areas in biometrics is matching partial fingerprints in fingerprint databases. Recently, significant progress has been made in designing fingerprint identification systems for missing fingerprint information. However, a dependable reconstruction of fingerprint images still remains challenging due to the complexity and the ill-posed nature of the problem. In this article, both binary and gray-level images are reconstructed. This paper also presents a new similarity score to evaluate the performance of the reconstructed binary image. The offered fingerprint image identification system can be automated and extended to numerous other security applications such as postmortem fingerprints, forensic science, investigations, artificial intelligence, robotics, all-access control, and financial security, as well as for the verification of firearm purchasers, driver license applicants, etc.

Paper Details

Date Published: 19 May 2016
PDF: 12 pages
Proc. SPIE 9869, Mobile Multimedia/Image Processing, Security, and Applications 2016, 986905 (19 May 2016); doi: 10.1117/12.2224381
Show Author Affiliations
Sos S. Agaian, The Univ. of Texas at San Antonio (United States)
Rushikesh D. Yeole, The Univ. of Texas at San Antonio (United States)
Shishir P. Rao, The Univ. of Texas at San Antonio (United States)
Marzena Mulawka, Postmortem Fingerprints (United States)
Mike Troy, Postmortem Fingerprints (United States)
Gary Reinecke, Boston Univ. (United States)


Published in SPIE Proceedings Vol. 9869:
Mobile Multimedia/Image Processing, Security, and Applications 2016
Sos S. Agaian; Sabah A. Jassim, Editor(s)

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