Konvolucijski modeli za lokalizaciju sportaša

undergraduate thesis

• Title (english): Convolutional Models for Person Localization in Sport Broadcasts
• Author: Dominik Stipić
• Mentor: Siniša Šegvić (mentor)
• Committee member: Siniša Šegvić (predsjednik povjerenstva)
• Committee member: Marin Oršić (član povjerenstva)
• Committee member: Josip Šarić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2019-09-05, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Modeli dubokog učenja temeljeni na konvolucijskim neuronskim mrežama postižu vrhunske rezultate u području računalnog vida. U ovom radu razmatramo arhitekture i algoritme za detekciju i lokalizaciju objekata. Kasnije primjenjujemo Mask R-CNN arhitekturu za lokalizaciju sportaša na video snimci nogometne utakmice. Nakon toga,mjerimo performanse Mask R-CNN detektora prilikom detekcije sportaša na zadanoj video snimci nogometne utakmice.

Abstract (english)

Deep learning models which are based on convolutional neural networks achieve top results in the field of computer vision. In this paper, we consider architecture and algorithms for detecting and localizing objects. Later we apply the Mask R-CNN architecture to localize the athletes on the videotape of the football match. We then measure the performance of the Mask R-CNN detector on detecting athletes on the given football match videotape.

• Keywords: Strojno učenje; duboko učenje; računalni vid; detekcija objekata; lokalizacija objekata; Mask R-CNN
• Keywords (english): Machine learning; deep learning; computer vision; object detection; object localization; Mask R-CNN
• Language: croatian
• URN:NBN: urn:nbn:hr:168:154819
• Study programme: Title: 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 resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2020-01-07 22:09:10