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undergraduate thesis
Primjena CNN u klasifikaciji slikovnih podataka
2022. urn:nbn:hr:179:947294
Županović, Karmen
University of Split
Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture
Department of Electronics and Computing

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Županović, K. (2022). Primjena CNN u klasifikaciji slikovnih podataka (Undergraduate thesis). Split: University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture. Retrieved from https://urn.nsk.hr/urn:nbn:hr:179:947294

Županović, Karmen. "Primjena CNN u klasifikaciji slikovnih podataka." Undergraduate thesis, University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, 2022. https://urn.nsk.hr/urn:nbn:hr:179:947294

Županović, Karmen. "Primjena CNN u klasifikaciji slikovnih podataka." Undergraduate thesis, University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, 2022. https://urn.nsk.hr/urn:nbn:hr:179:947294

Županović, K. (2022). 'Primjena CNN u klasifikaciji slikovnih podataka', Undergraduate thesis, University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, accessed 14 November 2024, https://urn.nsk.hr/urn:nbn:hr:179:947294

Županović K. Primjena CNN u klasifikaciji slikovnih podataka [Undergraduate thesis]. Split: University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture; 2022 [cited 2024 November 14] Available at: https://urn.nsk.hr/urn:nbn:hr:179:947294

K. Županović, "Primjena CNN u klasifikaciji slikovnih podataka", Undergraduate thesis, University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Split, 2022. Available at: https://urn.nsk.hr/urn:nbn:hr:179:947294

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Metadata
TitlePrimjena CNN u klasifikaciji slikovnih podataka
Title (english)Classification of image data using CNN
AuthorKarmen Županović
MentorAna Kuzmanić Skelin https://orcid.org/0000-0002-0702-1678 (mentor)
GranterUniversity of Split
Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture
(Department of Electronics and Computing)
Split
Defense date and country2022-09-08, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Završni rad se bavi klasifikacijom slikovnih podataka primjenom konvolucijskih neuronski mreža. Na samom početku obrađuje se teoretska pozadina neurona i ideja umjetne neuronske mreže te se nadalje opisuje arhitektura modela. U sklopu rada izrađena su dva modela koja su trenirana i testirana na Fashion-MNIST bazi podataka u okružju Keras i TensorFlow. Kodovi navedenih modela su detaljno prikazani i obrađeni u svrhu boljeg razumijevana. Dobiveni testni rezultati prikazani su konfuzijskom matricom.
Abstract (english)
This bachelor thesis deals with the classification of image data using convolutional neural networks. In the introductory section the neuron and the idea of an artificial neural network are discussed, and the architecture of the model is further described. In the practical part of the thesis, two models have been created that were trained and tested on the Fashion MNIST database in Keras and TensorFlow environments. The codes of the two models are presented in detail and processed for better understanding. The obtained test results are shown with a confusion matrix.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:179:947294
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
Access conditionsAccess restricted to authenticated users
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Created on2023-10-23 10:09:32