Praćenje pokreta lica i očiju za beskontaktna korisnička sučelja

master's thesis

• Title (english): Face and eye tracking for contactless user interfaces
• Author: Filip Begović
• Mentor: Zoran Kalafatić (mentor)
• Committee member: Zoran Kalafatić (predsjednik povjerenstva)
• Committee member: Željka Mihajlović (član povjerenstva)
• Committee member: Dejan Škvorc (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2024-09-18, Croatia

Abstract

U sklopu ovog rada razvijeno je beskontaktno korisničko sučelje temeljeno na praćenju lica i detekciji treptaja oka koristeći računalni vid i modele strojnog učenja. Korištenjem JavaScript biblioteke face-api.js implementirano je praćenje karakterističnih facijalnih točaka u stvarnom vremenu, omogućujući korisnicima upravljanje aplikacijom pokretima glave i treptanjem. Ključni izazov bio je detekcija suptilnih promjena svjetline šarenice prilikom treptanja, što je uspješno riješeno korištenjem... More naprednih modela. Aplikacija pruža široke mogućnosti primjene, uključujući asistivnu tehnologiju, sigurnosne sustave i industriju zabave, s prostorom za daljnja poboljšanja i proširenja funkcionalnosti. Less

Abstract (english)

As part of this Master Thesis, a contactless user interface based on facial tracking and blink detection was developed using computer vision and machine learning models. By utilizing the face-api.js JavaScript library, real-time tracking of key facial landmarks was implemented, allowing users to control the application through head movements and blinking. The main challenge was detecting subtle changes in iris brightness during blinks, which was successfully resolved using advanced models.... More The application offers broad potential for various applications, including assistive technology, security systems, and the entertainment industry, with room for further improvements and functionality expansion. Less

• Keywords: računalni vid; beskontaktna korisnička sučelja; praćenje lica; praćenje očiju; web aplikacija
• Keywords (english): computer vision; contactless user interfaces; face tracking; eye tracking; web application
• Language: croatian
• URN:NBN: urn:nbn:hr:168:760738
• Study programme: Title: Computing; Study programme type: university; Study level: graduate; Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
• Type of resource: Text
• File origin: Born digital
• Access conditions: Open access
• Created on: 2024-10-12 20:05:11