Abstract
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<p>Low image resolution will be a pr … <p>Low image resolution will be a predominant factor in iris recognition systems as they evolve towards more relaxed acquisition conditions. Here, we propose a super-resolution technique to enhance iris images based on Principal Component Analysis (PCA) Eigen-transformation of local image patches. Each patch is reconstructed separately, allowing better quality of enhanced images by preserving local information and reducing artifacts. We validate the system used a database of 1,872 near-infrared iris images. Results show the superiority of the presented approach over bilinear or bicubic interpolation, with the eigen-patch method being more resilient to image resolution reduction. We also perform recognition experiments with an iris matcher based 1D Log-Gabor, demonstrating that verification rates degrades more rapidly with bilinear or bicubic interpolation.</p>linear or bicubic interpolation.</p>
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Author
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Fernando Alonso-Fernandez +
, Reuben A. Farrugia +
, Josef Bigun +
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Conference
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23rd European Signal Processing Conference, EUSIPCO, Nice, France, 31 August–4 September, 2015
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Diva
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http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:819487
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PublicationType
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Conference Paper +
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Title
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Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
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Year
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2015 +
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Has queryThis property is a special property in this wiki.
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Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
, Publications:Eigen-Patch Iris Super-Resolution For Iris Recognition Improvement +
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Categories |
Publication +
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Modification dateThis property is a special property in this wiki.
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28 July 2015 19:24:06 +
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