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undergraduate thesis
Detekcija lica zasnovana na strojnom učenju
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. urn:nbn:hr:168:450220
Barišić, Ivana
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Barišić, I. (2020). Detekcija lica zasnovana na strojnom učenju (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:450220

Barišić, Ivana. "Detekcija lica zasnovana na strojnom učenju." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:450220

Barišić, Ivana. "Detekcija lica zasnovana na strojnom učenju." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:450220

Barišić, I. (2020). 'Detekcija lica zasnovana na strojnom učenju', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 23 July 2024, https://urn.nsk.hr/urn:nbn:hr:168:450220

Barišić I. Detekcija lica zasnovana na strojnom učenju [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2020 [cited 2024 July 23] Available at: https://urn.nsk.hr/urn:nbn:hr:168:450220

I. Barišić, "Detekcija lica zasnovana na strojnom učenju", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2020. Available at: https://urn.nsk.hr/urn:nbn:hr:168:450220

Metadata
TitleDetekcija lica zasnovana na strojnom učenju
Title (english)Face Detection Based on Machine Learning
AuthorIvana Barišić
MentorIgor Sunday Pandžić (mentor)
Committee memberIgor Sunday Pandžić (predsjednik povjerenstva)
Committee memberIvan Slivar (član povjerenstva)
Committee memberHrvoje Vdović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2020-07-03, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Klasifikacija slika je jedan od ključnih predmeta razmatranja strojnog učenja i računalnog vida. Posljednjih godina najbolji rezultati klasifikacije postižu se uporabom konvolucijskih neuronskih mreža koje su detaljno opisane. Rad se osvrće na polazni model klasifikacije ljudskog lica koji određuje nose li osobe na slici masku na licu ili ne. Raznim postupcima, kao što su dodavanje broja ulaznih podataka, povećanje ulazne dimenzionalnosti podatka te izborom optimizacijskog algoritma učenja, provodi se poboljšanje učinkovitosti polaznog modela te se kao rezultat dobiva uspješniji model klasifikacije. Metode se analitički vrednuju i provjerava se njihov doprinos u cjelokupnoj uspješnosti modela. Korišteni alati u radu su programski modul TensorFlow-a Keras s pripadnim bibliotekama. Rad je pisan u programskom jeziku Python.
Abstract (english)
Image classification is one of the key subjects when researching machine learning and computer vision. Lately, best results of classification are made using convolutional neural networks which are described in more detail. This paper looks at initial classification model which decides whether the person in the picture is or is not wearing a mask. Initial classification model is being improved using various procedures, such as adding input data, increasing dimensions of input data and choosing optimization learning algorithm. Procedures are being analytically evaluated and their contribution is being validated in model’s efficiency. Tools that have been used are TensorFlow’s high level application programming interface Keras with its library. Implementation is written in programming language Python.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:450220
Study programmeTitle: 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 resourceText
File originBorn digital
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Created on2023-01-14 08:24:07