A SEGMENTATION APPROACH FOR THE IDENTIFICATION OF HAZELNUT CULTIVARS

被引:0
|
作者
Rodrigues, Pedro Joao [1 ]
Amaral, Joana S. [2 ,3 ]
Santos, Alberto [4 ]
Igrejas, Getulio [1 ]
机构
[1] Inst Politecn Braganca, Escola Super Tecnol & Gestao, Braganca, Portugal
[2] Inst Politecn Braganca, ESTiG, Braganca, Portugal
[3] Univ Porto, Fac Farm, Serv Bromatol, REQUIMTE, Porto, Portugal
[4] Univ Tras Os Montes & Alto Douro, Vila Real, Portugal
关键词
Hazelnut; Segmentation; Classification; k-means; Neural networks;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The development of a methodology for cultivar discrimination and selection during on-line quality selection could be a relevant tool for certain industries that use hazelnuts as ingredients in processed food products. The aim of this work is to obtain a computer vision system that enables an automatic recognition of six hazelnut cultivars with fruits of different shapes and sizes. To achieve this objective, an algorithm for tuning the segmentation between the hazelnut shell and crown was developed. Important morphological features that allow the correct identification of the cultivar present in an image were obtained from the segmentation process. Finally, these features were used as input data to a neural network classifier. The obtained results showed a high percentage of correct cultivar classification.
引用
收藏
页码:46 / +
页数:3
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