ASIAN JOURNAL OF PHYSICS

Asian Journal of Physics                                                                                                          Vol. 8, No 4 (1999) 381-383

Enhancing the discrimination capability of phase only filter

ABDUL AHAD S. AWWAL and HOWARD E MICHEL

Computer Science & Engineering

Wright State University Dayton, Ohio 45435,USA

Electrical and Computer Engineering, University of Massachusetts, Dartmouth

Dartmouth, MA, 02747 USA

___________________________________________________________________________________________________________________________________

This paper establishes the equivalence of the phase only filter and a complex-valued neural network, and then shows how neural network learning can be utilized to enhance the capability of phase-only-filter based system. Specifically, the capability of phase only filters in pattern matching tasks is enhanced by using complex-valued, neural network learning algorithms. By incorporating the neural network based learning, the recognition capability of phase only filter under various transformations and distortions can be enhanced. © Anita Publications. All rights reserved.

Total Refs : 18

___________________________________________________________________________________________________________________________________

Asian Journal of Physics                                                                                                           Vol 8, No 4 (1999) 385-396

The use of regions of support in the design of filters for optical pattern recognition

M J YZUEL, J CAMPOS, I MORENO*, E AHOUZI and A ATTALEB

Departamento de Fisica, Universidad Autonoma de Barcelona, 08193 Bellaterra, Spain
Dept. de Ciencia y Tecnologia de Materiales, Universidad Miguel Hernandez, 03202 Elche, Spain

___________________________________________________________________________________________________________________________________

In this work we present numerical simulations and experimental results on the use of regions of support applied to phase only filters, in pattern recognition problems. The regions of support indicate the pixels of the phase-only filter which are blocked, following an optimization criteria for the correlation intensity distribution. We present results on the design of regions of support that optimize the discrimination capability between similar objects. We apply this technique to the recognition of monochromatic patterns, and also to the case of colored patterns using a multichannel correlation procedure. Finally we show experimental results of the implementation of regions of support using phase-only spatial light modulators. The implementation based on the addition of linear phase codes to the pixels belonging to the region of support. © Anita Publications. All rights reserved.

Total Refs : 15

___________________________________________________________________________________________________________________________________

Astan Journal of Physics                                                                                                           Vol 8, No 4 (1999) 397-405

Phase-only matched filtering with a bistable spatial-light modulator

YUKIHIRO ISHII and TAKESHI TAKAHASHI
Department of Electronics
University of Industrial Technology, Sagamihara,
4-1-1 Hashimotodai, Sagamihara, Kanagawa 229-1196, Japan

___________________________________________________________________________________________________________________________________

A real-time optical processing system is constructed with an optically addressed bistable spatial light modulator (BSLM) for an input object and a twisted nematic liquid-crystal spatial light modulator for a phase-only filter. In order to improve the pattern discrimination in a phase-only filtering correlator, the use of a phase-encoded input with the BSLM is required. The binarization in phase input can be suppressed the dc component, yielding the high discrimination. Helpful data on how the BSLM can operate the phase-encoded modulator are shown. A phase-only filtering correlator with the BSLM demonstrates high performance in pattern discriminability.© Anita Publications. All rights reserved.

Total Refs : 26

___________________________________________________________________________________________________________________________________

Asian Journal of Physics                                                                                                            Vol 8, No 4 (1999)407-420

Recent advances in composite correlation filter designs

B V K VIJAYA KUMAR and MAHALANOBIS^*
Department of ECE, Carnegie Mellon University, Pittsburgh, PA 15213, USA
*Raytheon Missile Systems Company, Tucson, AZ 85750, USA

___________________________________________________________________________________________________________________________________

Several advances in designing composite correlation filters have been made during the last decade. Examples include unconstrained filters, maximum average correlation height (MACH) filters, distance classifier correlation filters (DCCF) and polynomial correlation filters (PCFs). We present a tutorial review of these advanced composite correlation filters designs.© Anita Publications. All rights reserved.

Total Refs : 11

___________________________________________________________________________________________________________________________________

Asian journal of Physics                                                                                                            Vol 8, No 4 (1999)421-429

Rotation invariance considerations in cascaded linear shift invariant processing

STUART REED and JEREMY COUPLAND
Department of Mechanical Engineering, Loughborough University, Ashby Road, Loughborough,
Leicestershire, LEI 1 3TU. United Kingdom.

___________________________________________________________________________________________________________________________________

We perform a study of the in-plane rotation invariance characteristics of the cascaded correlator and compare our results with those of a modified matched spatial filter (MSF), the equal correlation peak synthetic discriminant function (ECP-SDF). The degradation in signal-to-noise ratio as a function of in-plane rotation angle is numerically evaluated by computer simulation for cascaded correlators to demonstrate the effect of training set size. The correlator impulse response of each correlator is formulated by backpropagation and simulated annealing with a training set containing random images generated with an exponential shaped autocorrelation function. We show that the SNR for rotations intermediate to those in the training set improves with an increase in the training set size. However, the SNR of rotations close to those in the training set reduces. It is found that, for the same image space-bandwidth product (SBWP), the cascaded correlator remains rotation invariant over a significantly greater range of rotation than the ECP-SDF. For example, it is necessary to piecewise implement only three cascaded correlators to maintain an SNR greater than 0dB across the rotation range whereas the ECP-SDF system requires approximately 45 piecewise filters to obtain the same result. SNR is degraded to an equivalent level to that of the ECP-SDF over larger rotations intermediate to the training set. This degradation is found to decrease with increased training set size for both systems.© Anita Publications. All rights reserved.

Total Refs : 17

___________________________________________________________________________________________________________________________________