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undergraduate thesis
Analiza medicinskih slika prikupljenih pomoću CT-a
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. urn:nbn:hr:168:923196
Skender, Josip
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Skender, J. (2021). Analiza medicinskih slika prikupljenih pomoću CT-a (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:923196

Skender, Josip. "Analiza medicinskih slika prikupljenih pomoću CT-a." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:923196

Skender, Josip. "Analiza medicinskih slika prikupljenih pomoću CT-a." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2021. https://urn.nsk.hr/urn:nbn:hr:168:923196

Skender, J. (2021). 'Analiza medicinskih slika prikupljenih pomoću CT-a', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 18 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:923196

Skender J. Analiza medicinskih slika prikupljenih pomoću CT-a [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2021 [cited 2024 November 18] Available at: https://urn.nsk.hr/urn:nbn:hr:168:923196

J. Skender, "Analiza medicinskih slika prikupljenih pomoću CT-a", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2021. Available at: https://urn.nsk.hr/urn:nbn:hr:168:923196

Metadata
TitleAnaliza medicinskih slika prikupljenih pomoću CT-a
Title (english)Analysis of CT Medical Images
AuthorJosip Skender
MentorMislav Grgić (mentor)
Committee memberMislav Grgić (predsjednik povjerenstva)
Committee memberSonja Grgić (član povjerenstva)
Committee memberTomislav Kos (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2021-07-01, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu opisan je pojam računalnog vida i njegov povijesni razvoj s naglaskom na njegovoj primjeni u području medicine. Navedene su metode medicinskog snimanja i objašnjen je proces njihove analize pomoću raznih algoritama strojnog učenja. Među metodama medicinskog snimanja objašnjena je kompjutorizirana tomografija (CT), središnja metoda ovog rada. Opisan je širok spektar online baza medicinskih slika raznih namjera i naveden njihov sadržaj s istaknutim prednostima i nedostacima. U suradnji sa specijalnom privatnom bolnicom prikupljeni su DICOM podaci snimanja kompjutoriziranom tomografijom, izvršenom na 20 pacijenata, s toraksom (prsnim košem) kao regijom interesa. Programski jezik Python korišten je kao alat za obradu slika (eng. image processing) kompjutorizirane tomografije. Nad ulaznim podacima provedena su dva različita algoritma segmentacije plućnog tkiva te je generiran 3D model pluća pacijenata.
Abstract (english)
This thesis follows computer vision and its methods throughout modern history, with focus towards medical image analysis. Various methods of medical imaging have been listed and their processing using machine learning has been explained. One of the methods, computerized tomography (CT) is the focal point of this thesis. Some of the most popular online databases of medical images have also been listed. In cooperation with a private hospital, DICOM images of 20 patients have been gathered using CT scans of the thorax region. All image processing in this thesis has been coded in Python. Two different lung segmentation algorithms were applied on the gathered CT scans. As a result a 3D model of isolated lungs has been generated using segmented lung scans.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:923196
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 on2023-01-14 21:38:20