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undergraduate thesis
Metoda ansambla fragmentiranih neuronskih mreža i primjena u klasifikaciji slika
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. urn:nbn:hr:168:311397
Jakšić, Mateo
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Jakšić, M. (2024). Metoda ansambla fragmentiranih neuronskih mreža i primjena u klasifikaciji slika (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:311397

Jakšić, Mateo. "Metoda ansambla fragmentiranih neuronskih mreža i primjena u klasifikaciji slika." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:311397

Jakšić, Mateo. "Metoda ansambla fragmentiranih neuronskih mreža i primjena u klasifikaciji slika." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:311397

Jakšić, M. (2024). 'Metoda ansambla fragmentiranih neuronskih mreža i primjena u klasifikaciji slika', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 26 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:311397

Jakšić M. Metoda ansambla fragmentiranih neuronskih mreža i primjena u klasifikaciji slika [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2024 [cited 2024 November 26] Available at: https://urn.nsk.hr/urn:nbn:hr:168:311397

M. Jakšić, "Metoda ansambla fragmentiranih neuronskih mreža i primjena u klasifikaciji slika", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2024. Available at: https://urn.nsk.hr/urn:nbn:hr:168:311397

Metadata
TitleMetoda ansambla fragmentiranih neuronskih mreža i primjena u klasifikaciji slika
Title (english)Fragmented Neural Network Ensemble Method and Its Application in Image Classification
AuthorMateo Jakšić
MentorVladimir Čeperić (mentor)
Committee memberVladimir Čeperić (predsjednik povjerenstva)
Committee memberAnja Delić (član povjerenstva)
Committee memberIvan Martinović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2024-07-04, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Rad istražuje metodu ansambla fragmentiranih neuronskih mreža i njenu primjenu u klasifikaciji slika. Metoda se temelji na algoritmu nasumične šume, gdje se uzorci i značajke slika nasumično odabiru i dijele na manje fragmente. Na fragmentiranim slikama treniraju se slabije neuronske mreže, koje se zatim ansambliraju u snažnu neuronsku mrežu putem glasanja. Evaluacija pokazuje da metoda postiže zadovoljavajuću točnost uz smanjenje kompleksnosti i volumena podataka za svaku pojedinu mrežu, omogućujući time brzo i efikasno paralelno i distribuirano računanje. Eksperimenti su provedeni na skupovima podataka MNIST i CIFAR10.
Abstract (english)
The study explores a fragmented neural network ensemble method and its application in image classification. The method is based on the random forest algorithm, where image samples and features are randomly selected and divided into smaller fragments. Weaker neural networks are trained on these fragmented images, which are then assembled into a strong neural network through voting. The evaluation shows that the method achieves satisfactory accuracy while reducing the complexity and volume of data for each network, thereby enabling fast and efficient parallel and distributed computing. Experiments were conducted on the MNIST and CIFAR10 datasets.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:311397
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 on2024-10-12 20:55:08