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undergraduate thesis
Praćenje pokretnih objekata u videozapisima teniskih mečeva
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. urn:nbn:hr:168:515354
Povoljnjak, Marko
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Povoljnjak, M. (2020). Praćenje pokretnih objekata u videozapisima teniskih mečeva (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:515354

Povoljnjak, Marko. "Praćenje pokretnih objekata u videozapisima teniskih mečeva." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:515354

Povoljnjak, Marko. "Praćenje pokretnih objekata u videozapisima teniskih mečeva." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:515354

Povoljnjak, M. (2020). 'Praćenje pokretnih objekata u videozapisima teniskih mečeva', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 20 May 2024, https://urn.nsk.hr/urn:nbn:hr:168:515354

Povoljnjak M. Praćenje pokretnih objekata u videozapisima teniskih mečeva [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2020 [cited 2024 May 20] Available at: https://urn.nsk.hr/urn:nbn:hr:168:515354

M. Povoljnjak, "Praćenje pokretnih objekata u videozapisima teniskih mečeva", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2020. Available at: https://urn.nsk.hr/urn:nbn:hr:168:515354

Metadata
TitlePraćenje pokretnih objekata u videozapisima teniskih mečeva
Title (english)Tracking of Moving Objects in Video Sequences od Tennis Matches
AuthorMarko Povoljnjak
MentorTomislav Hrkać (mentor)
Committee memberTomislav Hrkać (predsjednik povjerenstva)
Committee memberJosip Šarić (član povjerenstva)
Committee memberPetra Bevandić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2020-08-27, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Tema ovog završnog rada je "Praćenje pokretnih objekata u videozapisima teniskih mečeva". Uz praćenje objekata, opisan je pojam detekcije objekata koji je sastavni dio praćenja te su prikazani neki od pristupa detekciji kao što su Viola-Jones algoritam, SSD te R-CNN modeli. Implementacija praćenja objekata zasnovana je na unaprijed istreniranom SSD modelu koji obavlja detekciju objekata te je napravljena usporedba s Faster R-CNN modelom. Za praćenje objekata izabran je jednostavni algoritam za praćenje položaja centroida. Algoritam je izrađen u programskom jeziku Python, uz korištenje biblioteka OpenCV i Tensorflow za jednostavniji rad s videozapisima i neuronskim mrežama. Navedene se mogućnosti poboljšanja algoritma za praćenje, kao i modeli koji daju bolje rezultate kod detekcije objekata.
Abstract (english)
Topic of this work is "Tracking of Moving Objects in Video Sequences of Tennis Matches. Main concepts covered are object tracking and object detection, which is the base for most popular tracking algorithms. Few of most popular object detection models are described, such as Viola-Jones algorithm, SSD model and R-CNN models. Object tracking implementation is based on pre-trained SSD model which is used for object detection. As for object tracking algorithm, simple algorithm called centroid tracking is used. Algorithm is implemented in Python and OpenCV and Tensorflow libraries are used for easier handling with videos and neural networks. At the end, few improvements and better models are proposed in regards to object tracking algorithm and object detection models.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:515354
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 09:42:59