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undergraduate thesis
Algoritmi za semantičku segmentaciju radioloških slika
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. urn:nbn:hr:168:657181
Renić, Petra
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Renić, P. (2023). Algoritmi za semantičku segmentaciju radioloških slika (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:657181

Renić, Petra. "Algoritmi za semantičku segmentaciju radioloških slika." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:657181

Renić, Petra. "Algoritmi za semantičku segmentaciju radioloških slika." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:657181

Renić, P. (2023). 'Algoritmi za semantičku segmentaciju radioloških slika', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 03 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:657181

Renić P. Algoritmi za semantičku segmentaciju radioloških slika [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2024 November 03] Available at: https://urn.nsk.hr/urn:nbn:hr:168:657181

P. Renić, "Algoritmi za semantičku segmentaciju radioloških slika", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:657181

Metadata
TitleAlgoritmi za semantičku segmentaciju radioloških slika
Title (english)Algorithms for semantic segmentation of radilogical images
AuthorPetra Renić
MentorSiniša Šegvić (mentor)
Committee memberSiniša Šegvić (predsjednik povjerenstva)
Committee memberJosip Šarić (član povjerenstva)
Committee memberDavid Dukić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2023-07-06, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Semantička segmentacije predstavlja važan zadatak računalnog vida koji se primjenjuje u mnogim područjima. U posljednje vrijeme veliki napredak u tom zadatku postižu modeli koji se temelje na slojevima pažnje. Ovaj rad razmatra primjene semantičke segmentacije vezane uz analizu medicinskih slika. U okviru rada predstavljen je i opisan transformerski model SegFormer te je provedena evaluacija na Cityscapes skupu slika i učenje i evaluacija na Synapse skupu slika. Dobiveni rezultati su objašnjeni i uspoređeni sa rezultatima drugih radova koji se bave istim zadatkom. U radu su opisane osnove neuronskih mreža, kovolucije, transformerskih modela i slojeva pažnje. Opisan je i javno dostupan projekt koji je korišten za potrebe programske implementacije.
Abstract (english)
Semantic segmentation represents an important task in computer vision that is applied in various fields. Recently, significant progress has been achieved in this task using models based on attention layers. This paper discusses the applications of semantic segmentation related to the analysis of medical images. Within the paper, the SegFormer transformer model is presented and described, followed by an evaluation on the Cityscapes dataset and training and evaluation on the Synapse dataset. The obtained results are explained and compared with the results of other works that address the same task. The basics of neural networks, convolutions, transformer models, and attention layers are described in the paper. Additionally, a publicly available project used for the purpose of program implementation is mentioned.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:657181
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 on2023-10-11 10:19:51