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Neural network as edge detector


Antišić, Nikša; Bonković, Mirjana; Džaja, Barbara
Neural network as edge detector // Proceedings of 2012 International Conference on Software, Telecommunications and Computer Networks (SoftCOM)
Split: IEEE, 2012. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Neural network as edge detector

Autori
Antišić, Nikša ; Bonković, Mirjana ; Džaja, Barbara

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

Izvornik
Proceedings of 2012 International Conference on Software, Telecommunications and Computer Networks (SoftCOM) / - Split : IEEE, 2012

Skup
20th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), 2012

Mjesto i datum
Split, Hrvatska, 11-13 Sept. 2012

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Edge detectors; neural networks

Sažetak
Detection of edges in the image is extremely important task for many of today's robotic control systems. With this procedure we detect the edges of objects and boundaries between objects and background in the picture, and such obtained information we use in extraction and object segmentation from the picture. There are several ways to detect edges in the picture, but they all can be grouped in two basic groups, gradient detectors and zero crossing detectors. This paper presents an alternative to standard edge detectors in form of back propagation neural network which is trained over the results of “classic” edge detector (Sobel), and has been shown that in most cases when there is presence of noise in the image, neural network model gives significantly better results. The structure of neural network in this paper has three layers (input, hidden and output layer) ; it is feed-forward multilayer back propagation neural network.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika, Računarstvo



POVEZANOST RADA


Projekt / tema
023-0232005-2003 - AgISEco - Agentski orijentirani inteligentni sustavi nadzora i zaštite okoliša (Darko Stipaničev, )
177-0232006-1662 - Računalni vid u identifikaciji kinematike sportskih aktivnosti (Vladan Papić, )

Ustanove
Fakultet elektrotehnike, strojarstva i brodogradnje, Split,
Sveučilište u Splitu