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undergraduate thesis
Vrednovanje raspoznavanja koštica maslina konvolucijskim neuronskim mrežama
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2015. urn:nbn:hr:168:307082
Pažin, Dario
University of Zagreb
Faculty of Electrical Engineering and Computing

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Pažin, D. (2015). Vrednovanje raspoznavanja koštica maslina konvolucijskim neuronskim mrežama (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:307082

Pažin, Dario. "Vrednovanje raspoznavanja koštica maslina konvolucijskim neuronskim mrežama." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2015. https://urn.nsk.hr/urn:nbn:hr:168:307082

Pažin, Dario. "Vrednovanje raspoznavanja koštica maslina konvolucijskim neuronskim mrežama." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2015. https://urn.nsk.hr/urn:nbn:hr:168:307082

Pažin, D. (2015). 'Vrednovanje raspoznavanja koštica maslina konvolucijskim neuronskim mrežama', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 20 October 2024, https://urn.nsk.hr/urn:nbn:hr:168:307082

Pažin D. Vrednovanje raspoznavanja koštica maslina konvolucijskim neuronskim mrežama [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2015 [cited 2024 October 20] Available at: https://urn.nsk.hr/urn:nbn:hr:168:307082

D. Pažin, "Vrednovanje raspoznavanja koštica maslina konvolucijskim neuronskim mrežama", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2015. Available at: https://urn.nsk.hr/urn:nbn:hr:168:307082

Metadata
TitleVrednovanje raspoznavanja koštica maslina konvolucijskim neuronskim mrežama
Title (english)Experimental evaluation of recognizing olive pits by convolutional neural networks
AuthorDario Pažin
MentorSiniša Šegvić (mentor)
Committee memberSiniša Šegvić (predsjednik povjerenstva)
Committee memberMladen Karan (član povjerenstva)
Committee memberGoran Glavaš (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2015-07-13, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U radu su predstavljene umjetne neuronske mreže i njihovo proširenje konvolucijske neuronske mreže koje su korištene u radu. Opisan je način rada, izgled arhitekture koja je korištena i predstavljeni eksperimentalni rezultati. Cilj ovog rada bila je klasifikacija sorti maslina pomoću pripadajućih koštica. Kao fizikalno svojstvo po kojem se koštice masline razlikuju odabran je oblik masline. Pronađene su točke na konturi masline i predane kao ulaz konvolucijskoj neuronskoj mreži. Za rad s mrežom korištena je biblioteka Caffe, dane su upute za njenu instalaciju, objašnjeno korištenje te opisani njeni slojevi i parametri. Na kraju su predložene ideje za poboljšanje točnosti klasifikacijskog postopka.
Abstract (english)
This paper is about artificial neural networks and convolutional neural network that was used in the experimental work. The main goal of this paper was classification of different types of olives using their pits. We can difference olive sort by looking at the shape of the pits, so the plan was to find points on the pit contour. Points became convolutional neural network input. Framework Caffe was used to work with convolutional neural networks. Caffe installation, user instructions and network architecture were presented in this paper. In the end, experimental results of classification were shown and some ideas for classification results improvement were given.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:307082
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2018-02-06 11:07:35