Title :
Enhanced Ridge Structure for Improving Fingerprint Image Quality Based on a Wavelet Domain
Author :
Jing-Wein Wang ; Ngoc Tuyen Le ; Chou-Chen Wang ; Jiann-Shu Lee
Author_Institution :
Inst. of Photonics & Commun., Nat. Kaohsiung Univ. of Appl. Sci., Kaohsiung, Taiwan
Abstract :
Fingerprint image enhancement is one of the most crucial steps in an automated fingerprint identification system. In this paper, an effective algorithm for fingerprint image quality improvement is proposed. The algorithm consists of two stages. The first stage is decomposing the input fingerprint image into four subbands by applying two-dimensional discrete wavelet transform. At the second stage, the compensated image is produced by adaptively obtaining the compensation coefficient for each subband based on the referred Gaussian template. The experimental results indicated that the compensated image quality was higher than that of the original image. The proposed algorithm can improve the clarity and continuity of ridge structures in a fingerprint image. Therefore, it can achieve higher fingerprint classification rates than related methods can.
Keywords :
Gaussian processes; compensation; discrete wavelet transforms; edge detection; fingerprint identification; image classification; image enhancement; 2D discrete wavelet transform; automated fingerprint identification system; compensation coefficient; fingerprint classification rates; fingerprint image enhancement; fingerprint image quality improvement; referred Gaussian template; ridge structure enhancement; wavelet domain; Discrete wavelet transforms; Fingerprint recognition; Image matching; Image reconstruction; Signal processing algorithms; 2D discrete wavelet transform; fingerprint classification; fingerprint enhancement; singular value decomposition;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2014.2361212