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undergraduate thesis
Klasifikacija CT snimki pluća primjenom 3D konvolucijske neuralne mreže
Split: University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, 2021. urn:nbn:hr:179:716809
Klarić, Lovre
University of Split
Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture
Department of Electronics and Computing

Institutional repository: Repository of the Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture

Cite this document

Klarić, L. (2021). Klasifikacija CT snimki pluća primjenom 3D konvolucijske neuralne mreže (Undergraduate thesis). Split: University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture. Retrieved from https://urn.nsk.hr/urn:nbn:hr:179:716809

Klarić, Lovre. "Klasifikacija CT snimki pluća primjenom 3D konvolucijske neuralne mreže." Undergraduate thesis, University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, 2021. https://urn.nsk.hr/urn:nbn:hr:179:716809

Klarić, Lovre. "Klasifikacija CT snimki pluća primjenom 3D konvolucijske neuralne mreže." Undergraduate thesis, University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, 2021. https://urn.nsk.hr/urn:nbn:hr:179:716809

Klarić, L. (2021). 'Klasifikacija CT snimki pluća primjenom 3D konvolucijske neuralne mreže', Undergraduate thesis, University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, accessed 17 June 2024, https://urn.nsk.hr/urn:nbn:hr:179:716809

Klarić L. Klasifikacija CT snimki pluća primjenom 3D konvolucijske neuralne mreže [Undergraduate thesis]. Split: University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture; 2021 [cited 2024 June 17] Available at: https://urn.nsk.hr/urn:nbn:hr:179:716809

L. Klarić, "Klasifikacija CT snimki pluća primjenom 3D konvolucijske neuralne mreže", Undergraduate thesis, University of Split, Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture, Split, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:179:716809

Metadata
TitleKlasifikacija CT snimki pluća primjenom 3D konvolucijske neuralne mreže
Title (english)Classification of lung CT scans using 3D convolutional neural network
AuthorLovre Klarić
MentorMatko Šarić (mentor)
GranterUniversity of Split
Faculty of Electrical Engineering, Mechanical Engineering and Naval Architecture
(Department of Electronics and Computing)
Split
Defense date and country2021-09-27, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Tema ovog završnog rada je primjena konvolucijskih neuralnih mreža u medicini s naglaskom na CT snimke pluća. Primjena konvolucijskih neuralnih mreža postaje standard u različitim područjima, pogotovo u medicini. Cilj ovog rada je izraditi aplikaciju koja će na temelju ulaznih podataka moći prepoznavati, odnosno klasificirati različite podatke. U teorijskom dijelu rada opisana je teorija strojnog učenja i konvolucijske neuralne mreže, te njihova primjena u medicini. U praktičnom dijelu rada, koristeći programski jezik python i biblioteku keras, izrađena je aplikacija koja velikom točnošću, prepoznaje stanje pluća na temelju ulaznih CT snimki.
Abstract (english)
The topic of this final paper is the application of convolutional neural networks in medicine with an emphasis on CT scans of the lungs. The application of convolutional neural networks becomes standard in various areas, especially in medicine. The aim of this paper is to create an application that will be able to recognize or classify different data based on input data. The theoretical part of the paper describes the theory of machine learning and convolutional neural networks, and their application in medicine. In the practical part of the work, using the python programming language and the keras library, an application was created, that recognizes the condition of the lungs based on the input CT scans with great accuracy.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:179:716809
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 students and staff of home institution
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Created on2021-12-06 14:07:32