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master's thesis
Raspoznavanje objekata dubokim neuronskim mrežama
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2014. urn:nbn:hr:168:749831
Vukotić, Vedran
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Vukotić, V. (2014). Raspoznavanje objekata dubokim neuronskim mrežama (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:749831

Vukotić, Vedran. "Raspoznavanje objekata dubokim neuronskim mrežama." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2014. https://urn.nsk.hr/urn:nbn:hr:168:749831

Vukotić, Vedran. "Raspoznavanje objekata dubokim neuronskim mrežama." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2014. https://urn.nsk.hr/urn:nbn:hr:168:749831

Vukotić, V. (2014). 'Raspoznavanje objekata dubokim neuronskim mrežama', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 02 October 2024, https://urn.nsk.hr/urn:nbn:hr:168:749831

Vukotić V. Raspoznavanje objekata dubokim neuronskim mrežama [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2014 [cited 2024 October 02] Available at: https://urn.nsk.hr/urn:nbn:hr:168:749831

V. Vukotić, "Raspoznavanje objekata dubokim neuronskim mrežama", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2014. Available at: https://urn.nsk.hr/urn:nbn:hr:168:749831

Metadata
TitleRaspoznavanje objekata dubokim neuronskim mrežama
Title (english)Object recognition by deep neural networks
AuthorVedran Vukotić
MentorSiniša Šegvić (mentor)
Committee memberSiniša Šegvić (predsjednik povjerenstva)
Committee memberJan Šnajder (član povjerenstva)
Committee memberMarko Čupić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2014-07-17, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom su radu prikazani načini rada i implementacijski detalji dubokih neuronskih mreža sa fokusom na konvolucijske neuronske mreže. Napravljen je sustav za brzu izradu različitih konvolucijskih neuronskih mreža i njihovo testiranje. Testirane su dvije različite konvolucijske neuronske mreže: jedna za klasifikaciju podataka iz skupa rukom pisanih znamenki MNIST te druga za prepoznavanje hrvatskih prometnih znakova iz skupa FER-MASTIF TS2010. Na kraju su opisani dobiveni rezultati te su analizirani krivo prepoznati uzorci.
Abstract (english)
In this work, the specific mechanisms and implementational details of deep neural networks are shown with an emphasis on convolutional neural networks. A system for fast convolutional neural network prototyping is made and two different CNNs are tested: one for handwritten digits recognition, based on the MNIST dataset, and the second for Croatian traffic signs recognition, based on the FER-MASTIF TS2010 dataset. Following that, numerical results are expressed from the classifiers, their performance is evaluated and misclassified examples are briefly discussed.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:749831
Study programmeTitle: Computing
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2018-02-06 14:29:02