Unconstrained Iris Acquisition and Recognition Using COTS PTZ Camera
<p>Abstract</p> <p>Uniqueness of iris patterns among individuals has resulted in the ubiquity of iris recognition systems in virtual and physical spaces, at high security facilities around the globe. Traditional methods of acquiring iris patterns in commercial systems scan the iris...
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Series: | EURASIP Journal on Advances in Signal Processing |
Online Access: | http://asp.eurasipjournals.com/content/2010/938737 |
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doaj-7188238b8d8d4325bebc191f60f020052020-11-25T00:14:05ZengSpringerOpenEURASIP Journal on Advances in Signal Processing1687-61721687-61802010-01-0120101938737Unconstrained Iris Acquisition and Recognition Using COTS PTZ CameraVenugopalan ShreyasSavvides Marios<p>Abstract</p> <p>Uniqueness of iris patterns among individuals has resulted in the ubiquity of iris recognition systems in virtual and physical spaces, at high security facilities around the globe. Traditional methods of acquiring iris patterns in commercial systems scan the iris when an individual is at a predetermined location in front of the scanner. Most state-of-the-art techniques for unconstrained iris acquisition in literature use expensive custom equipment and are composed of a multicamera setup, which is bulky, expensive, and requires calibration. This paper investigates a method of unconstrained iris acquisition and recognition using a single commercial off-the-shelf (COTS) pan-tilt-zoom (PTZ) camera, that is compact and that reduces the cost of the final system, compared to other proposed hierarchical multicomponent systems. We employ state-of-the-art techniques for face detection and a robust eye detection scheme using active shape models for accurate landmark localization. Additionally, our system alleviates the need for any calibration stage prior to its use. We present results using a database of iris images captured using our system, while operating in an unconstrained acquisition mode at 1.5 m standoff, yielding an iris diameter in the 150–200 pixels range.</p>http://asp.eurasipjournals.com/content/2010/938737 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Venugopalan Shreyas Savvides Marios |
spellingShingle |
Venugopalan Shreyas Savvides Marios Unconstrained Iris Acquisition and Recognition Using COTS PTZ Camera EURASIP Journal on Advances in Signal Processing |
author_facet |
Venugopalan Shreyas Savvides Marios |
author_sort |
Venugopalan Shreyas |
title |
Unconstrained Iris Acquisition and Recognition Using COTS PTZ Camera |
title_short |
Unconstrained Iris Acquisition and Recognition Using COTS PTZ Camera |
title_full |
Unconstrained Iris Acquisition and Recognition Using COTS PTZ Camera |
title_fullStr |
Unconstrained Iris Acquisition and Recognition Using COTS PTZ Camera |
title_full_unstemmed |
Unconstrained Iris Acquisition and Recognition Using COTS PTZ Camera |
title_sort |
unconstrained iris acquisition and recognition using cots ptz camera |
publisher |
SpringerOpen |
series |
EURASIP Journal on Advances in Signal Processing |
issn |
1687-6172 1687-6180 |
publishDate |
2010-01-01 |
description |
<p>Abstract</p> <p>Uniqueness of iris patterns among individuals has resulted in the ubiquity of iris recognition systems in virtual and physical spaces, at high security facilities around the globe. Traditional methods of acquiring iris patterns in commercial systems scan the iris when an individual is at a predetermined location in front of the scanner. Most state-of-the-art techniques for unconstrained iris acquisition in literature use expensive custom equipment and are composed of a multicamera setup, which is bulky, expensive, and requires calibration. This paper investigates a method of unconstrained iris acquisition and recognition using a single commercial off-the-shelf (COTS) pan-tilt-zoom (PTZ) camera, that is compact and that reduces the cost of the final system, compared to other proposed hierarchical multicomponent systems. We employ state-of-the-art techniques for face detection and a robust eye detection scheme using active shape models for accurate landmark localization. Additionally, our system alleviates the need for any calibration stage prior to its use. We present results using a database of iris images captured using our system, while operating in an unconstrained acquisition mode at 1.5 m standoff, yielding an iris diameter in the 150–200 pixels range.</p> |
url |
http://asp.eurasipjournals.com/content/2010/938737 |
work_keys_str_mv |
AT venugopalanshreyas unconstrainedirisacquisitionandrecognitionusingcotsptzcamera AT savvidesmarios unconstrainedirisacquisitionandrecognitionusingcotsptzcamera |
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