DocumentCode :
1906440
Title :
A generic system for the classification of marble tiles using Gabor filters
Author :
Ar, Ilktan ; Akgul, Yusuf Sinan
Author_Institution :
Dept. of Comput. Eng., Gebze Inst. of Technol., Kocaeli
fYear :
2008
fDate :
27-29 Oct. 2008
Firstpage :
1
Lastpage :
6
Abstract :
This paper presents a marble tile feature extraction system which can be easily used for any classification system. Our system employs Gabor filtering and other image processing techniques to differentiate between different marble textures. As a final product of the system, the percentages of veins, spots, and swirls on the marble images are calculated. Therefore, the presented system can be considered as the core engine of a very portable marble tile classification system. This paper also presents a new verification method which is based on satisfying the inter-expert variability. Experiments on 40 different marble tiles are performed and we concluded that the presented system can be reliably employed for the measurement of the marble features in real life.
Keywords :
Gabor filters; feature extraction; image classification; image texture; Gabor filtering; feature extraction system; generic system; image processing; inter-expert variability; marble features; marble images; marble textures; portable marble tile classification system; Computer vision; Data mining; Feature extraction; Filtering; Gabor filters; Humans; Slabs; Synchronous digital hierarchy; Tiles; Veins;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Information Sciences, 2008. ISCIS '08. 23rd International Symposium on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-2880-9
Electronic_ISBN :
978-1-4244-2881-6
Type :
conf
DOI :
10.1109/ISCIS.2008.4717915
Filename :
4717915
Link To Document :
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