Sustav za klasifikaciju ambalaže primjenom metoda umjetne inteligencije

Dugonjić, Rino

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master's thesis

Sustav za klasifikaciju ambalaže primjenom metoda umjetne inteligencije

Rijeka: University of Rijeka, Faculty of Engineering, 2020. urn:nbn:hr:190:528313

Dugonjić, Rino

University of Rijeka
Faculty of Engineering
Department of Automation and Electronics
Section of Electronics, Robotics and Automation

Cite this document

APA 6th Edition

Dugonjić, R. (2020). Sustav za klasifikaciju ambalaže primjenom metoda umjetne inteligencije (Master's thesis). Rijeka: University of Rijeka, Faculty of Engineering. Retrieved from https://urn.nsk.hr/urn:nbn:hr:190:528313

MLA 8th Edition

Dugonjić, Rino. "Sustav za klasifikaciju ambalaže primjenom metoda umjetne inteligencije." Master's thesis, University of Rijeka, Faculty of Engineering, 2020. https://urn.nsk.hr/urn:nbn:hr:190:528313

Chicago 17th Edition

Harvard

Dugonjić, R. (2020). 'Sustav za klasifikaciju ambalaže primjenom metoda umjetne inteligencije', Master's thesis, University of Rijeka, Faculty of Engineering, accessed 19 April 2024, https://urn.nsk.hr/urn:nbn:hr:190:528313

Vancouver

Dugonjić R. Sustav za klasifikaciju ambalaže primjenom metoda umjetne inteligencije [Master's thesis]. Rijeka: University of Rijeka, Faculty of Engineering; 2020 [cited 2024 April 19] Available at: https://urn.nsk.hr/urn:nbn:hr:190:528313

IEEE

R. Dugonjić, "Sustav za klasifikaciju ambalaže primjenom metoda umjetne inteligencije", Master's thesis, University of Rijeka, Faculty of Engineering, Rijeka, 2020. Available at: https://urn.nsk.hr/urn:nbn:hr:190:528313

Cite this item: https://urn.nsk.hr/urn:nbn:hr:190:528313

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Metadata

Title	Sustav za klasifikaciju ambalaže primjenom metoda umjetne inteligencije
Title (english)	System for packaging classification through the use of artificial intelligence methods
Author	Rino Dugonjić
Mentor	Zlatan Car (mentor)
Committee member	Alfredo Višković (predsjednik povjerenstva)
Committee member	Zlatan Car (član povjerenstva)
Committee member	Rene Prenc (član povjerenstva)
Granter	University of Rijeka Faculty of Engineering (Department of Automation and Electronics) (Section of Electronics, Robotics and Automation) Rijeka
Defense date and country	2020-09-22, Croatia
Scientific / art field, discipline and subdiscipline	TECHNICAL SCIENCES Electrical Engineering
Abstract	Ovaj diplomski rad opisuje primjenu dviju metoda umjetne inteligencije, metode potpornih vektora i konvolucijske neuronske mreže za rješavanje problema klasifikacije ambalaže. Tako je bilo potrebno kreirati klasifikator za treniranje metode potpornih vektora te model neuronske mreže za treniranje konvolucijske neuronske mrežu. Treniranje metoda izvršeno je nad podacima iz ručno izrađene baze podataka, nakon čega su i uspoređeni njihovi rezultati te opisane mogućnosti primjene. Izrada takvog sustava ostvarena je na osobnom računalu korištenjem biblioteka otvorenog koda scikit-learn, keras i open-cv.
Abstract (english)	This thesis describes the application of two methods of artificial intelligence, the support vector machines method, and the convolutional neural network to solve the problem of packaging classification. Thus, it was necessary to create a classifier for training the support vector method and a neural network model for training a convolutional neural network. The training of methods was performed on data from a manually created database, after which their results were compared and the possibilities of the application were described. The creation of such a system was achieved on a personal computer using open-source libraries scikit-learn, keras and open-cv.
Keywords
Keywords (english)
Language	croatian
URN:NBN	urn:nbn:hr:190:528313
Study programme	Title: Graduate University Study of Electrical Engineering Study programme type: university Study level: graduate Academic / professional title: magistar/magistra inženjer/inženjerka elektrotehnike (magistar/magistra inženjer/inženjerka elektrotehnike)
Type of resource	Text
File origin	Born digital
Access conditions	Access restricted to students and staff of home institution
Terms of use
Repository	Repository of the University of Rijeka, Faculty of Engineering
Created on	2021-08-23 11:47:18

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