Title :
Evaluation of a Fingerprint Identification Algorithm with SIFT Features
Author :
Awad, Ali Ismail ; Baba, Kensuke
Author_Institution :
Al Azhar Univ., Qena, Egypt
Abstract :
In fingerprint identification, the short identification time is a crucial need. The identification time can be estimated according to the number of conducted matching processes multiplied by the consumed time by a single matching process. The Matching Score Matrix is an existing identification algorithm that reduces the number of matching processes. This paper evaluates the algorithm with the features extracted from fingerprint images by SIFT. The processing time and the accuracy are compared with those of the straightforward method based on the linear search. The evaluation results prove the applicability of the algorithm to fingerprint identification using SIFT features.
Keywords :
feature extraction; fingerprint identification; image matching; matrix algebra; SIFT features; features extraction; fingerprint identification algorithm evaluation; fingerprint images; identification time; linear search; matching process; matching score matrix; Accuracy; Authentication; Databases; Error analysis; Feature extraction; Fingerprint recognition; Libraries; SIFT; biometrics; fingerprint; personal identification;
Conference_Titel :
Advanced Applied Informatics (IIAIAAI), 2012 IIAI International Conference on
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4673-2719-0
DOI :
10.1109/IIAI-AAI.2012.34