Understanding Correlation Techniques for Face Recognition: From Basics to Applications

This chapter covers some of the latest developments in optical correlation techniques for face recognition using the concept of spectral fusion and placing a special emphasis on its practical aspects and applications for face recognition. Optical correlation is reviewed as a method to carry out instantly a decision on the target form (form to be recognized). A range of relevant practical topics is discussed, such as JTC (Joint Transform Correlator) and the Vander-Lugt architectures. Both of them are based on the "4f" optical setup and on a comparison between the target image and a reference image. The similarity between the two images is achieved by the detection of a correlation peak. The development of suitable algorithms for optical correlation and new technologies in electro-optical interfaces has significantly improved the processing capacity of optical correlators and reduce their sizes. To overcome the limitations of a decision taken by a simple detection of a correlation peak, more complex decision algorithms are required. These algorithms necessitate the integration of new correlation filters and the realization of multiple correlations and reconfigurable multi-channel architectures.

[1]  Habib Hamam,et al.  Double fusion filtering based multi-view face recognition , 2009 .

[2]  J. Horner,et al.  Phase-only matched filtering. , 1984, Applied optics.

[3]  A. Alfalou,et al.  Independent Component Analysis Based Approach to Biometric Recognition , 2008, 2008 3rd International Conference on Information and Communication Technologies: From Theory to Applications.

[4]  J. Goodman,et al.  A technique for optically convolving two functions. , 1966, Applied optics.

[5]  B. Javidi,et al.  Joint transform image correlation using a binary spatial light modulator at the Fourier plane. , 1988, Applied optics.

[6]  B V Kumar,et al.  Tutorial survey of composite filter designs for optical correlators. , 1992, Applied optics.

[7]  Shizhuo Yin,et al.  NONZERO-ORDER JOINT TRANSFORM CORRELATOR , 1998 .

[8]  B. Javidi Nonlinear joint power spectrum based optical correlation. , 1989, Applied optics.

[9]  J. Soraghan,et al.  Reconstruction domain compression of phase-shifting digital holograms. , 2007, Applied optics.

[10]  J L Horner,et al.  Metrics for assessing pattern-recognition performance. , 1992, Applied optics.

[11]  J L de Bougrenet de la Tocnaye,et al.  Optical implementation of segmented composite filtering. , 1999, Applied optics.

[12]  F. Dickey,et al.  Quad-phase correlation filters for pattern recognition. , 1989, Applied optics.

[13]  David Mendlovic,et al.  Two-channel computer-generated hologram and its application for optical correlation , 1995 .

[14]  Bahram Javidi,et al.  Compression of digital holograms for three-dimensional object reconstruction and recognition. , 2002, Applied optics.

[15]  Ayman Alfalou,et al.  Optical image compression and encryption methods , 2009 .

[16]  J L de Bougrenet de la Tocnaye,et al.  Composite versus multichannel binary phase-only filtering. , 1997, Applied optics.

[17]  J. Goodman Introduction to Fourier optics , 1969 .

[18]  J L de Bougrenet de la Tocnaye,et al.  Performance comparison of ferroelectric liquid-crystal-technology-based coherent optical multichannel correlators. , 1997, Applied optics.

[19]  A. Papoulis,et al.  The Fourier Integral and Its Applications , 1963 .

[20]  F M Dickey,et al.  Quad-phase-only filter implementation. , 1989, Applied optics.

[21]  Habib Hamam,et al.  Segmented phase-only filter binarized with a new error diffusion approach , 2005 .

[22]  R. Juday Correlation with a spatial light modulator having phase and amplitude cross coupling. , 1989, Applied optics.

[23]  B. V. K. Vijaya Kumar Partial Information Filters , 1994 .

[24]  Toyohiko Yatagai,et al.  Design of optimal phase-only filters by direct iterative search , 1995 .

[25]  Louis A. Romero,et al.  Complex ternary matched filters yielding high signal-to-noise ratios , 1990, Annual Meeting Optical Society of America.

[26]  Bahram Javidi,et al.  Performance of 3D integral imaging with position uncertainty. , 2007, Optics express.

[27]  J. Horner,et al.  Analysis of the binary phase-only filter , 1992 .

[28]  M A Karim,et al.  Fringe-adjusted joint transform correlation. , 1993, Applied optics.

[29]  M. Karim,et al.  Improved correlation discrimination using an amplitude-modulated phase-only filter. , 1990, Applied optics.

[30]  W. Rhodes,et al.  Optical correlator performance using a phase-with-constrained-magnitude complex spatial filter. , 1990, Applied optics.

[31]  Bahram Javidi,et al.  Rotation and scale sensitivities of the binary phase-only filter , 1988 .

[32]  B. Kumar,et al.  Performance measures for correlation filters. , 1990, Applied optics.

[33]  Gilles Keryer Etude de correlateurs optiques a correlation jointe mono ou multicanaux : application a la reconnaissance des formes , 1996 .

[34]  Ayman Alfalou,et al.  Double random phase encryption scheme to multiplex and simultaneous encode multiple images. , 2009, Applied optics.

[35]  A. B. Vander Lugt,et al.  Signal detection by complex spatial filtering , 1964, IEEE Trans. Inf. Theory.

[36]  Jean-Louis de Bougrenet de la Tocnaye,et al.  On-board optical joint transform correlator for real-time road sign recognition , 1995 .