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undergraduate thesis
Detekcija i klasifikacija zuba u ortopantomogramima
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. urn:nbn:hr:168:302868
Dorić, Gabriela
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Dorić, G. (2019). Detekcija i klasifikacija zuba u ortopantomogramima (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:302868

Dorić, Gabriela. "Detekcija i klasifikacija zuba u ortopantomogramima." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:302868

Dorić, Gabriela. "Detekcija i klasifikacija zuba u ortopantomogramima." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2019. https://urn.nsk.hr/urn:nbn:hr:168:302868

Dorić, G. (2019). 'Detekcija i klasifikacija zuba u ortopantomogramima', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 18 February 2025, https://urn.nsk.hr/urn:nbn:hr:168:302868

Dorić G. Detekcija i klasifikacija zuba u ortopantomogramima [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2019 [cited 2025 February 18] Available at: https://urn.nsk.hr/urn:nbn:hr:168:302868

G. Dorić, "Detekcija i klasifikacija zuba u ortopantomogramima", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2019. Available at: https://urn.nsk.hr/urn:nbn:hr:168:302868

Metadata
TitleDetekcija i klasifikacija zuba u ortopantomogramima
Title (english)Detection and Classification of Teeth in Orthopantomograms
AuthorGabriela Dorić
MentorMarko Subašić (mentor)
Committee memberMarko Subašić (predsjednik povjerenstva)
Committee memberJelena Ivanković (član povjerenstva)
Committee memberDenis Milošević (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2019-07-12, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Tema ovog rada je detekcija i klasifikacija zuba iz ortopantomograma, odnosno rendgenskih slika čeljusti i zubi. Problem je riješen korištenjem Single Shot MultiBox Detector algoritma za detekciju više objekata na slici. Mreža je trenirana i evaluirana na bazi ortopantomograma te je pokazala solidne rezultate kao i YOLO mreža pri rješavanju istog problem. Opisana je arhitektura Single Shot MultiBox Detectora te specifičnosti pri treniranju SSD mreže. Navedene su prednosti SSD mreže u usporedbi sa dosadašnjim state of the art modelima za detekciju objekata.
Abstract (english)
Main problem of this paper is detection and classification of teeth in ortophantograms which are x-ray images that show panoramic view of jaw and teeth. The problem is solved by using Single Shot MultiBox Detector algorithm for detection of multiple objects in image. The network is trained and evaluated on database of orthopantomograms and it shows good results just like YOLO network for solving the same problem. SSD arhitecture and training process is explained. Also, SSD is compared with state of the art models for object detection.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:302868
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 on2020-01-07 17:39:27