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Optical Gabor and wavelet expansions of one- and two-dimensional signals

机译:光学讲唱和小波扩展的单维信号和二维信号

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Recent development in vision and image understanding related study reveals that a signal decomposition before processing may provide enormous useful information about the signal. Various signal decomposition models, such as the Gabor and wavelet transforms have been proposed. While the Gabor signal expansion creates a fixed resolution space-frequency signal representation, the wavelet transform provides a multi-resolution signal space-scale decomposition. Digital implementation of these transforms are computationally intensive both because of the nature of the coordinate-doubling of the transforms and due to the large quantity of convolution/correlation operations to be performed. Optics with its inherent parallel processing capability has been applied to many useful linear signal and image transformations for feature analysis and extraction. This paper is intended to study the suitability of using optical processing techniques for the signal Gabor and wavelet analysis. Gabor and wavelet transforms of both one- and two- dimensional signals and images are discussed. System parameters and limitation are analyzed. Preliminary experimental results are presented.
机译:视觉和图像的最新发展理解相关研究揭示了处理前的信号分解可以提供关于信号的巨大有用信息。已经提出了各种信号分解模型,例如Gabor和小波变换。虽然Gabor信号扩展产生固定分辨率空频信号表示,但小波变换提供多分辨率信号空间刻度分解。由于变换的坐标加倍的性质,并且由于要执行的大量卷积/相关操作,这些变换的数字实施是计算的。具有其固有并行处理能力的光学器件已应用于许多有用的线性信号和图像变换,用于特征分析和提取。本文旨在研究利用光学处理技术对信号讲解和小波分析的适用性。讨论了一个和二维信号和图像的Gabor和小波变换。分析了系统参数和限制。提出了初步实验结果。

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