Paper
16 September 2005 Effect of illumination correction on face recognition rates for the binary phase-only filter (BPOF) and the extended normalized correlation methods
Dalila Megherbi, Soumitra Rastogi
Author Affiliations +
Abstract
In this paper, we study the effect of illumination on face recognition. The challenging database of images created by AT&T Laboratories Cambridge has been used for all our tests. Since images of the same individual in the database have been taken under varying light sources, illumination across the images is not uniform. We pre-processed all the database images for non-uniform illumination correction. Correlation tests were performed on these pre-processed images using two methods - first, by simulating a simple correlator employing the Binary Phase Only Filter (BPOF) and second, using the extended correlation method suggested by Kyatkin and Chirikjian. Results are presented to show the effect of illumination correction on both methods.
© (2005) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Dalila Megherbi and Soumitra Rastogi "Effect of illumination correction on face recognition rates for the binary phase-only filter (BPOF) and the extended normalized correlation methods", Proc. SPIE 5909, Applications of Digital Image Processing XXVIII, 59092D (16 September 2005); https://doi.org/10.1117/12.624468
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Cited by 1 scholarly publication.
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KEYWORDS
Databases

Phase only filters

Facial recognition systems

3D modeling

Fourier transforms

Optical correlators

3D image processing

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