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Pregled bibliografske jedinice broj: 208920

Neural network based detection of defects in texture surfaces


Rimac-Drlje, Snježana; Keller, Alen; Hocenski, Željko
Neural network based detection of defects in texture surfaces // Preceedings of IEEE International Symposium on Industrial Electronics ISIE 2005 / Perić, Nedjeljko, Petrović, Ivan, Butković, Željko (ur.).
Zagreb: The Institute of Electical and Electronic Engineerings, Inc., 2005. str. 1255-1261 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Neural network based detection of defects in texture surfaces

Autori
Rimac-Drlje, Snježana ; Keller, Alen ; Hocenski, Željko

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Preceedings of IEEE International Symposium on Industrial Electronics ISIE 2005 / Perić, Nedjeljko, Petrović, Ivan, Butković, Željko - Zagreb : The Institute of Electical and Electronic Engineerings, Inc., 2005, 1255-1261

Skup
IEEE International Symposium on Industrial Electronics ISIE 2005

Mjesto i datum
Dubrovnik, Hrvatska, 20-23.06.2005

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Defect detection; wavelets; neural network; radial basis

Sažetak
In this article we present an algorithm for automatic detection of surface defects on ceramic tiles. This algorithm is based on the probabilistic neural network with radial basis. To improve sensitivity of the detection procedure an image of the tile is divided into segments and one neural network is made for each segment. The discrete wavelet transform (DWT) is used for the feature extraction in every segment. Maximums of the wavelet coefficients as well as the mean value of the approximation coefficients form an input vector for the neural network. Experimental results of the defect detection for different types of tiles and with different parameters of the algorithm show a high sensitivity and applicability of the proposed procedure.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
0165103

Ustanove
Fakultet elektrotehnike, računarstva i informacijskih tehnologija Osijek