Optical implementation of neural networks for face recognition by the use of nonlinear joint transform correlators.

We describe a nonlinear joint transform correlator-based two-layer neural network that uses a supervised learning algorithm for real-time face recognition. The system is trained with a sequence of facial images and is able to classify an input face image in real time. Computer simulations and optical experimental results are presented. The processor can be manufactured into a compact low-cost optoelectronic system. The use of the nonlinear joint transform correlator provides good noise robustness and good image discrimination.

[1]  A D McAulay,et al.  Optical perceptron learning for binary classification with spatial light rebroadcasters. , 1993, Applied optics.

[2]  B Javidi,et al.  Sensitivity of the nonlinear joint transform correlator: experimental investigations. , 1992, Applied optics.

[3]  J. Horner,et al.  Single spatial light modulator joint transform correlator. , 1989, Applied optics.

[4]  H. B. Brown,et al.  Application Of The Liquid Crystal Light Valve To Real-Time Optical Data Processing , 1978 .

[5]  B Javidi,et al.  Experiments on nonlinear joint transform correlator using an optically addressed spatial light modulator in the Fourier plane. , 1991, Applied optics.

[6]  B Javidi,et al.  Nonlinear joint-transform correlation: an optimal solution for adaptive image discrimination and input noise robustness. , 1994, Optics letters.

[7]  David L. Flannery,et al.  Design elements of binary joint transform correlation and selected optimization techniques , 1992 .

[8]  S Campbell,et al.  Optical pattern classifier with Perceptron learning. , 1990, Applied optics.

[9]  Joseph L. Horner,et al.  1-F Binary Joint Transform Correlator. , 1990 .

[10]  D. Brady,et al.  Adaptive optical networks using photorefractive crystals. , 1988, Applied optics.

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

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

[13]  D Psaltis,et al.  Optical network for real-time face recognition. , 1993, Applied optics.