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
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