Using Pixel Pairs Difference for Visual Inspection of Ceramic Tiles (CROSBI ID 120617)
Prilog u časopisu | izvorni znanstveni rad | međunarodna recenzija
Podaci o odgovornosti
Novak, Igor ; Hocenski, Željko ; Slišković, Dražen
engleski
Using Pixel Pairs Difference for Visual Inspection of Ceramic Tiles
The texture feature extraction method could be used in ceramic tiles machine visual inspection. The ordinary method of visual inspection in ceramic tiles production process is performed by a human vision. The results are inhomogeneous tile classes and rather slow and boring inspection. There are papers which describe methods developed for quality inspection of ceramic tiles but these demand a lot of computing power or do not achieve acceptable efficiency. For testing purposes correct and defective ceramic tiles of complex texture are scanned. A number of techniques recently developed to detect defects in textured tiles were reviewed. Results described in this paper show that the approach which combines pixel pairs difference (PPD) with the first order statistical coefficients could be efficiently used in visual defect detection system. PPD method is rather simple and it makes classification based on easy acquirable grayscale images and does not demand significant computing power.
ceramic tiles; defect detection; feature extraction; machine vision; pixel pairs difference
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Podaci o izdanju
12 (3-4)
2005.
3-9-x
objavljeno
1330-3651