Fusing shrinking and expanding active contour models for robust IRIS segmentation


Autoria(s): Nguyen Thanh, Kien; Fookes, Clinton B.; Sridharan, Sridha
Contribuinte(s)

Boashash, Boualem

Hamila, Ridha

Salleh, Sheikh Hussain Shaikh

Bakar, Syed Abd Rahman Abu

Data(s)

2010

Resumo

The performance of iris recognition systems is significantly affected by the segmentation accuracy, especially in non- ideal iris images. This paper proposes an improved method to localise non-circular iris images quickly and accurately. Shrinking and expanding active contour methods are consolidated when localising inner and outer iris boundaries. First, the pupil region is roughly estimated based on histogram thresholding and morphological operations. There- after, a shrinking active contour model is used to precisely locate the inner iris boundary. Finally, the estimated inner iris boundary is used as an initial contour for an expanding active contour scheme to find the outer iris boundary. The proposed scheme is robust in finding exact the iris boundaries of non-circular and off-angle irises. In addition, occlusions of the iris images from eyelids and eyelashes are automatically excluded from the detected iris region. Experimental results on CASIA v3.0 iris databases indicate the accuracy of proposed technique.

Formato

application/pdf

Identificador

http://eprints.qut.edu.au/31501/

Publicador

IEEE

Relação

http://eprints.qut.edu.au/31501/1/c31501.pdf

DOI:10.1109/ISSPA.2010.5605546

Nguyen Thanh, Kien, Fookes, Clinton B., & Sridharan, Sridha (2010) Fusing shrinking and expanding active contour models for robust IRIS segmentation. In Boashash, Boualem, Hamila, Ridha, Salleh, Sheikh Hussain Shaikh, & Bakar, Syed Abd Rahman Abu (Eds.) Proceedings of 10th International Conference on Information Science, Signal Processing and their Applications, IEEE, Renaissance Hotel, Kuala Lumpur, pp. 185-188.

Direitos

Copyright 2010 IEEE

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Fonte

Faculty of Built Environment and Engineering

Palavras-Chave #080600 INFORMATION SYSTEMS #Iris Segmentation #Iris Recognition #Active Contour Model #Snake #Shrinking and Expanding Active Contour Model
Tipo

Conference Paper