Title :
Improvement of fingerprint matching by describing the minutiae neighborhood using a set of Quaternion Disc-Harmonic Moments
Author :
Haloui, L. ; Dad, N. ; En-Nahnahi, N. ; Ouatik, S.E. ; Oumsis, M.
Author_Institution :
Fac. of Sci. Dhar El Mehraz, LIM Lab., Univ. Sidi Mohamed Ben Abdellah, Fez, Morocco
Abstract :
we propose a hybrid method that integrates the minutiae and their local neighborhood information. This contribution can be seen as a validation step of the minutiae triplets matching performed in a recent algorithm: M3gl. We aim to improve the result of the minutiae triplets matching stage. The characterization of the neighborhood of each triplet is established by a unique feature vector. This descriptor is based on a novel set of moments: the Quaternion Disc-Harmonic Moments (QDHMs). The QDHMs were proposed as an extension of the ordinary disc-harmonic moments using the algebra of quaternions. This representation is able to distinguish minutiae having different neighborhood information. We carried several experiments using the database FVC2002 data and the results underline a significant improvement of the classical M3gl.
Keywords :
algebra; feature extraction; fingerprint identification; image matching; method of moments; M3gl algorithm; QDHM; algebra; fingerprint matching; local neighborhood information; minutiae neighborhood; minutiae triplets matching; quaternion disc-harmonic moments; unique feature vector; Databases; Fingerprint recognition; Harmonic analysis; Image matching; Quaternions; Shape; Vectors; Disc-Harmonic moments; Fingerprint matching; Quaternion; minutiae triplets; neighborhood information; shape descriptor;
Conference_Titel :
Computer Systems and Applications (AICCSA), 2014 IEEE/ACS 11th International Conference on
DOI :
10.1109/AICCSA.2014.7073209