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• W2188641390 abstract "Two-dimensional (2-D) face recognition (FR) is of interest in many verification (1 : 1 matching) and identifica- tion (1 : N matching) applications because of its nonintrusive nature and because digital cameras are becoming ubiquitous. However, the performance of 2-D FR systems can be degraded by natural factors such as expressions, illuminations, pose, and aging. Several FR algorithms have been proposed to deal with the resulting appearance variability. However, most of these methods employ features derived in the image or the space domain whereas there are benefits to working in the spatial frequency domain (i.e., the 2-D Fourier transforms of the images). These benefits include shift-invariance, graceful degradation, and closed-form solutions. We discuss the use of spatial frequency domain methods (also known as correlation filters or correlation pattern recognition) for FR and illustrate the advantages. However, correlation filters can be computa- tionally demanding due to the need for computing 2-D Fourier transforms and may not match well for large-scale FR prob- lems such as in the Face Recognition Grand Challenge (FRGC) phase-II experiments that require the computation of millions of similarity metrics. We will discuss a new method (called the class-dependence feature analysis (CFA)) that reduces the computational complexity of correlation pattern recognition and show the results of applying CFA to the FRGC phase-II data." @default.
• W2188641390 created "2016-06-24" @default.
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• W2188641390 date "2006-01-01" @default.
• W2188641390 modified "2023-09-27" @default.
• W2188641390 title "Correlation Pattern Recognition for Face Recognition Correlation techniques for improving the accuracy of face recognition systems and for reducing the computational complexity of those systems are discussed." @default.
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• W2188641390 hasPublicationYear "2006" @default.
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