Durian cultivar recognition using discriminant function

Fuangfar Pensiri, Porawat Visusak
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引用次数: 7

Abstract

The distinction of the Durian Cultivar is its physical characteristics such as smell, thorn's color, the resonant sound when knocking the husk. This research study which characteristics can classify the two popular Durian Cultivar; “Chanee” and “Monthong”. The array of thorns in vertical, horizontal and diagonal and the geometric lines at the thorn's bases; rectangular, pentagon, hexagon and heptagon were the features used in this study. The process starts with Durian image edge detection to obtain the outline for identifying the position of thorn's peaks and the geometric outlines. The attributes are analyzed by the Linear Discriminant Analysis Method. The experimental results show that Durian Cultivar can be classified according to the thorn's array in vertical and horizontal. The results provide the efficient performance of classifier. The accuracy of the discriminative model is 94.44%.
利用判别函数识别榴莲品种
榴莲品种的区别在于它的物理特征,如气味,刺的颜色,敲击外壳时的共振声。本研究探讨了两个流行的榴莲品种的分类特征;“Chanee”和“Monthong”。刺的垂直、水平和对角线排列以及刺基部的几何线条;矩形、五边形、六边形和七边形是本研究中使用的特征。该过程从榴莲图像边缘检测开始,获取轮廓,用于识别刺峰的位置和几何轮廓。采用线性判别分析法对其属性进行分析。试验结果表明,榴莲品种可以根据刺的排列进行纵向和横向的分类。实验结果证明了分类器的高效性能。判别模型的准确率为94.44%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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