Procjena smjera pogleda vozača temeljena na analizi slike

master's thesis

• Title (english): Estimation of driver's gaze direction based on image analysis
• Author: Dario Dugonjevac
• Mentor: Sven Lončarić (mentor)
• Committee member: Sven Lončarić (predsjednik povjerenstva)
• Committee member: Marko Subašić (član povjerenstva)
• Committee member: Tomislav Petković (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2024-07-15, Croatia

Abstract

Ovaj rad istražuje metodu procjene smjera pogleda vozača temeljenu na analizi slike, koristeći duboko učenje i modele transformatora. Cilj je smanjiti broj prometnih ne- sreća uzrokovanih rastresenošću vozača, razvijajući sustav koji detektira smjer pogleda i upozorava vozača kada ne gleda cestu. Testiranje na dostupnim skupovima podataka pokazalo je da predloženi hibridni model pruža bolje rezultate u usporedbi s postoje- ćim pristupima, smanjujući pogrešku detekcije. Ovi rezultati ukazuju na potencijalnu primjenu u stvarnim sustavima za povećanje sigurnosti na cestama.

Abstract (english)

This paper investigates a method for estimating the driver’s gaze direction based on image analysis, utilizing deep learning and transformer models. The goal is to reduce the number of traffic accidents caused by driver distraction by developing a system that detects the gaze direction and alerts the driver when they are not looking at the road. Testing on available datasets has shown that the proposed hybrid model provides better results compared to existing approaches, reducing detection error. These results indicate potential applications in real-world systems to enhance road safety.

• Keywords: duboko učenje; transformatori; računalni vid; sigurnost u prometu; analiza slike
• Keywords (english): deep learning; transformers; computer vision; road safety; image analysis
• Language: croatian
• URN:NBN: urn:nbn:hr:168:017426
• 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: Closed access
• Created on: 2024-10-12 20:28:41