Title :
Multispectral iris recognition utilizing hough transform and modified LBP
Author :
Popplewell, Khary ; Roy, Kaushik ; Ahmad, Farhan ; Shelton, Joseph
Author_Institution :
Center for Adv. Studies in Identity Sci., North Carolina A&T State Univ., Greensboro, NC, USA
Abstract :
This paper presents a multispectral iris recognition scheme using Circular Hough Transform (CHT) and a modified Local Binary Pattern (mLBP) feature extraction technique. The CHT is used to localize the iris regions from the multispectral iris images. We also apply the binary thresholding and edge detection techniques in an effort to reduce the effects of over and under segmentation in multispectral iris images in which iris and pupil boundaries are not clearly separable. Furthermore, we apply mLBP in an attempt to elicit the iris feature elements. The mLBP technique combines both the sign and magnitude features for the improvement of iris texture classification performance. The identification and verification performance of the proposed scheme is validated using a multispectral iris dataset of 3120 images.
Keywords :
Hough transforms; edge detection; feature extraction; image classification; image segmentation; image texture; iris recognition; binary thresholding techniques; circular Hough transform; edge detection techniques; iris boundaries; iris feature elements; iris region localization; iris texture classification performance; mLBP technique; magnitude features; modified local binary pattern feature extraction technique; multispectral iris dataset; multispectral iris image segmentation; multispectral iris images; multispectral iris recognition scheme; pupil boundaries; sign features; Accuracy; Educational institutions; Feature extraction; Image edge detection; Image segmentation; Iris recognition; Transforms; Multispectral iris recognition; circular Hough transform; modified local binary pattern;
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
DOI :
10.1109/SMC.2014.6974110