Sustav za otkrivanje zaraze malarijom temeljen na slikama razmaza periferne krvi

undergraduate thesis

• Title (english): Malaria infection detection system based on thin-blood smear images
• Author: Domagoj Marić
• Mentor: Alan Jović (mentor)
• Committee member: Alan Jović (predsjednik povjerenstva)
• Committee member: Nikolina Frid (član povjerenstva)
• Committee member: Igor Stančin (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2024-06-25, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovome je radu dan kratak uvod u područje umjetne inteligencije. Veći je naglasak stavljen na umjetne neuronske mreže, specifično na konvolucijske neuronske mreže. Uz rad su izrađena dva modela neuronskih mreža nad kojima je demonstrirano učenje. Za izradu sustava korišten je programski jezik Python. Na samome je kraju rada dana usporedba dvaju priloženih modela kroz testove točnosti, pogreške kao i prikaz konfuzijskom matricom.

Abstract (english)

This paper gives a brief introduction to the field of artificial intelligence. Greater emphasis is placed on artificial neural networks, specifically on convolutional neural networks. Along with the work, two models of neural networks were developed, over which learning was demonstrated. The Python programming language was used to create the system. At the very end of the paper, a comparison of the two attached models is given through accuracy, error and confusion matrix tests.

• Keywords: umjetna inteligencija; umjetne neuronske mreže; konvolucijske neuronske mreže; dijagnostika; klasifikacija slika
• Keywords (english): artificial intelligence; artificial neural networks; convolutional neural networks; diagnostics; image classification
• Language: croatian
• URN:NBN: urn:nbn:hr:168:158533
• 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: Open access
• Created on: 2024-10-12 21:26:10