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undergraduate thesis
Primjena konvolucijskih modela na problem klasifikacije slika
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. urn:nbn:hr:168:999488
Jurišić, Renato
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Jurišić, R. (2022). Primjena konvolucijskih modela na problem klasifikacije slika (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:999488

Jurišić, Renato. "Primjena konvolucijskih modela na problem klasifikacije slika." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:999488

Jurišić, Renato. "Primjena konvolucijskih modela na problem klasifikacije slika." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:999488

Jurišić, R. (2022). 'Primjena konvolucijskih modela na problem klasifikacije slika', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 29 June 2024, https://urn.nsk.hr/urn:nbn:hr:168:999488

Jurišić R. Primjena konvolucijskih modela na problem klasifikacije slika [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2022 [cited 2024 June 29] Available at: https://urn.nsk.hr/urn:nbn:hr:168:999488

R. Jurišić, "Primjena konvolucijskih modela na problem klasifikacije slika", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2022. Available at: https://urn.nsk.hr/urn:nbn:hr:168:999488

Metadata
TitlePrimjena konvolucijskih modela na problem klasifikacije slika
Title (english)Using convolutional models for image classification
AuthorRenato Jurišić
MentorZoran Kalafatić (mentor)
Committee memberZoran Kalafatić (predsjednik povjerenstva)
Committee memberPetra Bevandić (član povjerenstva)
Committee memberIvan Grubišić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2022-07-01, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu opisane su duboke konvolucijske mreže i njihova primjena na problem klasifikacije slika. Poseban naglasak stavljen je na familiju modela EfficientNet i metodu skaliranja konvolucijskih mreža koja je s njima uvedena. Ispitani su modeli EfficientNet, DenseNet, ResNetV2 i MobileNetV2 na standardnim skupovima podataka za prijenos učenja. Dobiveni rezultati su analizirani u pogledu točnosti klasifikacije te računske zahtjevnosti.
Abstract (english)
This paper describes deep convolutional networks and their application to the image classification problem. Special emphasis was placed on the EfficientNet family of models and the method of scaling convolutional networks introduced with them. EfficientNet, DenseNet, ResNetV2 and MobileNetV2 models were tested on standard transfer learning datasets. The obtained results were analyzed in terms of classification accuracy and computational complexity.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:999488
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 on2023-01-15 10:28:12