Paper
13 April 2009 Automatic target recognition (ATR) performance improvement using integrated grayscale optical correlator and neural network
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Abstract
We have continued to develop the Grayscale Optical Correlator (GOC) system and have explored a variety of automatic target recognition (ATR) applications to take advantage of the inherent performance advantages of the GOC vast parallelism and high-speed [1-4]. Recently, we have added a neural network (NN) post-processor to greatly decrease the false positive detection rate while retaining the high positive detection rate obtained by the by the GOC. In this paper, we will discuss recent advancements in both the ATR processing algorithm development as well as an innovative breakthrough in designing new GOC hardware system architecture. First, we will briefly overview recent advances in our GOC and NN processor algorithm development. We will then present a new architecture that can lead to the mass production of a new generation of high-performance, low-cost Grayscale Optical Correlator. This new GOC architecture relies on the utilization of the maturing Digital Light Processor (DLP) as both the input and the filter Spatial Light Modulator (SLM). Detailed system description and performance analysis will also be reported.
© (2009) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Tien-Hsin Chao and Thomas Lu "Automatic target recognition (ATR) performance improvement using integrated grayscale optical correlator and neural network", Proc. SPIE 7340, Optical Pattern Recognition XX, 734003 (13 April 2009); https://doi.org/10.1117/12.820948
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Cited by 4 scholarly publications.
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KEYWORDS
Digital Light Processing

Digital micromirror devices

Spatial light modulators

Automatic target recognition

Neural networks

Image filtering

Optical filters

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