Deep Learning in Marble Slabs Classification

Authors : İhsan PENÇE, Melike ŞİŞECİ ÇEŞMELİ

Pages : 21-26

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Publication Date : 2019-01-30

Article Type : Research Paper

Abstract :The process of classification of marble slabs has an important place in terms of construction sector and demands. Despite the advanced mines and construction equipment in Turkey and the world, the separation of cut marble process is a problem that has not been solved yet. The lack of a standard for the classification of marbles and the use of human factors for this process lead to erroneous and inefficient determinations. In this study, for the first time the Deep Learning method has been tried on marbles, and the components obtained from Deep Learning layers have been examined and the success of classification has measured. Thanks to the successful results, the basics of the Deep Learning network have been laid for future marble databases.
Keywords : Deep Learning, Marble, Image Processing, Convolutional Neural Networks