کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
529973 869726 2012 19 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Evaluation of image resolution and super-resolution on face recognition performance
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر چشم انداز کامپیوتر و تشخیص الگو
پیش نمایش صفحه اول مقاله
Evaluation of image resolution and super-resolution on face recognition performance
چکیده انگلیسی

While researchers strive to improve automatic face recognition performance, the relationship between image resolution and face recognition performance has not received much attention. This relationship is examined systematically and a framework is developed such that results from super-resolution techniques can be compared. Three super-resolution techniques are compared with the Eigenface and Elastic Bunch Graph Matching face recognition engines. Parameter ranges over which these techniques provide better recognition performance than interpolated images is determined.


► We evaluate the impact of image resolution on face recognition performance.
► We evaluate the impact of super-resolution on face recognition performance.
► Three super-resolution methods are compared with common face recognition engines.
► We provide an evaluation framework to conduct a resolution impact analysis.
► Super-resolution improves recognition with low-resolution and noisy facial images.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Visual Communication and Image Representation - Volume 23, Issue 1, January 2012, Pages 75–93
نویسندگان
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