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master's thesis
Sustav za analizu videozapisa teniskih susreta
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. urn:nbn:hr:168:836785
Povoljnjak, Marko
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Povoljnjak, M. (2022). Sustav za analizu videozapisa teniskih susreta (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:836785

Povoljnjak, Marko. "Sustav za analizu videozapisa teniskih susreta." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:836785

Povoljnjak, Marko. "Sustav za analizu videozapisa teniskih susreta." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2022. https://urn.nsk.hr/urn:nbn:hr:168:836785

Povoljnjak, M. (2022). 'Sustav za analizu videozapisa teniskih susreta', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 20 May 2024, https://urn.nsk.hr/urn:nbn:hr:168:836785

Povoljnjak M. Sustav za analizu videozapisa teniskih susreta [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2022 [cited 2024 May 20] Available at: https://urn.nsk.hr/urn:nbn:hr:168:836785

M. Povoljnjak, "Sustav za analizu videozapisa teniskih susreta", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2022. Available at: https://urn.nsk.hr/urn:nbn:hr:168:836785

Metadata
TitleSustav za analizu videozapisa teniskih susreta
Title (english)System for Analysis of Video Sequences of Tennis Matches
AuthorMarko Povoljnjak
MentorTomislav Hrkać (mentor)
Committee memberTomislav Hrkać (predsjednik povjerenstva)
Committee memberSiniša Šegvić (član povjerenstva)
Committee memberZoran Kalafatić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2022-07-04, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Cilj ovog rada bio je implementirati sustav za automatsku analizu teniskih susreta. Rad je podijeljen u nekoliko cjelina u kojima su opisani sastavni dijelovi sustava: detekcija linija terena, detekcija i praćenje igrača, detekcija loptice, estimacije poze osobe te prepoznavanje i klasifikacija udaraca koji zajedno čine podlogu za detaljnu analizu teniskih mečeva. Implementacija sustava zasnovana je na nekoliko unaprijed treniranih modela kao što su YOLOv5 model za detekciju objekata te MediaPipe Pose za estimaciju i praćenje poze osobe, te na poznatim algoritmima za detekciju linija (Hough transformacija) te klasifikaciju i regresiju (stroj potpornih vektora). U posljednjem poglavlju prikazani su rezultati sustava te navedene potencijalne nadogradnje i poboljšanja.
Abstract (english)
The main task of this thesis was the implementation of the system for automatic analysis of tennis matches. Thesis is divided into few main chapters and each chapter describes one part of the system: court detection, player detection and tracking, ball detection, human pose estimation and shot recognition and classification. All these parts together make the base for detailed and more complex analysis of tennis matches. Implementation of the system is based on few pretrained models, such as YOLOv5 object detection model and MediaPipe Pose model for pose estimation and tracking, but also on well-known algorithms for line detection (Hough Line Transform) and classification (Support Vector Machine). The last chapter presents the results of the system and lists the potential upgrades and improvements.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:836785
Study programmeTitle: Computing
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
Access conditionsClosed access
Terms of useLicence In copyright icon
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Created on2023-01-14 09:43:15