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master's thesis
Klasifikacija sličnih proizvoda na temelju veličine
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. urn:nbn:hr:168:947657
Juričić, Jan
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Juričić, J. (2022). Klasifikacija sličnih proizvoda na temelju veličine (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:947657

Juričić, Jan. "Klasifikacija sličnih proizvoda na temelju veličine." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:947657

Juričić, Jan. "Klasifikacija sličnih proizvoda na temelju veličine." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:947657

Juričić, J. (2022). 'Klasifikacija sličnih proizvoda na temelju veličine', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 20 May 2024, https://urn.nsk.hr/urn:nbn:hr:168:947657

Juričić J. Klasifikacija sličnih proizvoda na temelju veličine [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2022 [cited 2024 May 20] Available at: https://urn.nsk.hr/urn:nbn:hr:168:947657

J. Juričić, "Klasifikacija sličnih proizvoda na temelju veličine", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2022. Available at: https://urn.nsk.hr/urn:nbn:hr:168:947657

Metadata
TitleKlasifikacija sličnih proizvoda na temelju veličine
Title (english)Classification of Similar Products Based on Size
AuthorJan Juričić
MentorSven Lončarić (mentor)
Committee memberSven Lončarić (predsjednik povjerenstva)
Committee memberMarko Subašić (član povjerenstva)
Committee memberRenata Peček (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2022-07-07, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu je objašnjena arhitektura konvolucijske mreže EfficientNet. Opisan je postupak kojim se dobiva osnovna mreža EfficientNet-B0 te metoda složenog skaliranja pomoću koje se generira familija EfficientNet mreža. Također opisan je problem pogoršavanja te arhitektura ResNet mreže, koja uvođenjem rezidualnog preslikavanja rješava spomenuti problem. Nadalje, definiran je fokusni gubitak te je opisana arhitektura RetinaNet detektora. Na kraju je opisan postupak kojim je provedena klasifikacija proizvoda na temelju veličine te su prikazani rezultati.
Abstract (english)
In this paper, the architecture of the convolutional network EfficientNet is explained. The procedure by which the basic network EfficientNet-B0 is obtained and the compound scaling method by which the family of EfficientNet networks is generated are described. The degradation problem and architecture of the ResNet network is also described, which introduces residual mapping to solve the mentioned problem. Furthermore, the focal loss is defined and the architecture of the RetinaNet detector is described. Finally, the procedure used to classify products based on size is described and the results are presented.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:947657
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 on2023-01-14 09:01:38