Title :
Rolled Fingerprint Construction Using MRF-Based Nonrigid Image Registration
Author :
Kwon, Dongjin ; Yun, I. Dong ; Lee, Sang Uk
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., SeoulNational Univ., Seoul, South Korea
Abstract :
This paper proposes a new rolled fingerprint construction approach incorporating a state-of-the-art nonrigid image registration method based upon a Markov random field (MRF) energy model. The proposed method finds dense correspondences between images from a rolled fingerprint sequence and warps the entire fingerprint area to synthesize a rolled fingerprint. This method can generate conceptually more accurate rolled fingerprints by preserving the geometric properties of the finger surface as opposed to ink-based rolled impressions and other existing rolled fingerprint construction methods. To verify the accuracy of the proposed method, various comparative experiments were designed to reveal differences among the rolled construction methods. The results show that the proposed method is significantly superior in various aspects compared to previous approaches.
Keywords :
Markov processes; fingerprint identification; geometry; image registration; image sequences; random processes; MRF-based nonrigid image registration; Markov random field energy model; fingerprint recognition; geometric properties; ink-based rolled impressions; rolled fingerprint construction methods; rolled fingerprint sequence; Fingerprint recognition; Fingers; Government; Humans; Image databases; Image registration; Ink; Markov random fields; Nails; Permission; Fingerprint recognition; nonrigid image registration; rolled fingerprint construction; Dermatoglyphics; Image Enhancement; Image Interpretation, Computer-Assisted; Markov Chains; Pattern Recognition, Automated;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2010.2052272