Defect detection on wooden surfaces using Gabor Filters with evolutionary algorithm design

被引:0
|
作者
Polzleitner, W [1 ]
机构
[1] Sensotech Forsch & Entwicklungs GmbH, A-8010 Graz, Austria
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We apply a model of texture segmentation using multiple spatially and spectrally localized (-)lters, known as Gabor (-)lters, to the analysis of texture and defect regions found on wooden boards. Speci(-)cally we present a method to (-)nd an optimal set of parameters for a given two-dimensional object detection method. We use feature selection techniques to maximize discrimination. The selection method uses a genetic algorithm to optimize various parameters of the system including Gabor weights, and the parameters of morphological pre-processing, We demonstrate the applicability of the method to the task of classifying wooden textures, and report experimental results using the proposed method.
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页码:750 / 755
页数:6
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