Αναγνώριση παικτών και ομάδων σε βίντεο ποδοσφαιρικών αγώνων με αλγορίθμους βαθιάς μάθησης

Θεολόγος, Κωνσταντίνος

Player object detection in football video games using deep learning

Master Thesis

Author

Θεολόγος, Κωνσταντίνος

Date

2021-09

Abstract

From whatever point of view you watch football, you can only agree that it includes a lot of passion and emotion. It has been said that modern football matches are like modern duels in an arena. We can easily perceive the feeling left by modern sports, like an ancient war in foggy fields that resonates on the terraces and in the crowded stadiums of the whole world. Being a fan of football and sports from a young age I could not miss, the systematic involvement with the game and that it includes in my free time. Due to the increasing professionalism of football clubs, a huge ecosystem has been formed around the sport. As football is a big business and mistakes can cost clubs millions, teams make the most of their resources and identify areas for improvement, everyone wants a share of the 'golden apples' club - media information, managers and other companies. The modern championship forces everyone who deals with it to find new alternatives that will be able to offer him an advantage over his respective opponent. So football could not be excluded from them, where millions of money are traded every day around the world. A sport that the weak can win the strong even if they do not have the same financial strength. There are people - scientists - sports fans who find a variety of ways and tools to reduce this gap. "Regularity" has always played a significant role in all areas of our lives. In modern professional football, specialization in this field is indisputable. Using the power of computers we will try to present a way of analysis that will use motion detection techniques as well as virtual representations giving the possibility of a better perception of the sport to ordinary fans of the sport. The analysis of a football match and the study of the performance of the teams has occupied the people involved in the coaching process for several years. It is no longer enough to simply watch a match or the notes taken by the coaches during it, in order to give correct and valid answers to important questions about the game and the opponents. The phrase "a picture equals 1000 words" expresses just that.

Postgraduate Studies Programme

Πληροφοριακά Συστήματα και Υπηρεσίες

Department

Σχολή Τεχνολογιών Πληροφορικής και Επικοινωνιών. Τμήμα Ψηφιακών Συστημάτων

Number of pages

Language

Greek

URI

https://dione.lib.unipi.gr/xmlui/handle/unipi/13697
http://dx.doi.org/10.26267/unipi_dione/1120

Collections

Τμήμα Ψηφιακών Συστημάτων

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Except where otherwise noted, this item's license is described as
Αναφορά Δημιουργού-Μη Εμπορική Χρήση-Όχι Παράγωγα Έργα 3.0 Ελλάδα