Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja

Tässä kandidaatintutkielmassa selvitän neuroverkkoihin ja kasvojen tunnistuk-seen liittyviä ongelmia ja generatiivisten kilpailevien neuroverkkojen niihin tarjoamia ratkaisuja. Lisäksi tarkastelen miten teknologian kehitys voisi ratkaista joitain ongelmia ja mitä odotan tulevaisuudelta. Kasvojentunn...

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Main Author: Hermunen, Juho
Other Authors: Informaatioteknologian tiedekunta, Faculty of Information Technology, Informaatioteknologia, Information Technology, Jyväskylän yliopisto, University of Jyväskylä
Format: Bachelor's thesis
Language:fin
Published: 2021
Subjects:
Online Access: https://jyx.jyu.fi/handle/123456789/75887
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author Hermunen, Juho
author2 Informaatioteknologian tiedekunta Faculty of Information Technology Informaatioteknologia Information Technology Jyväskylän yliopisto University of Jyväskylä
author_facet Hermunen, Juho Informaatioteknologian tiedekunta Faculty of Information Technology Informaatioteknologia Information Technology Jyväskylän yliopisto University of Jyväskylä Hermunen, Juho Informaatioteknologian tiedekunta Faculty of Information Technology Informaatioteknologia Information Technology Jyväskylän yliopisto University of Jyväskylä
author_sort Hermunen, Juho
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description Tässä kandidaatintutkielmassa selvitän neuroverkkoihin ja kasvojen tunnistuk-seen liittyviä ongelmia ja generatiivisten kilpailevien neuroverkkojen niihin tarjoamia ratkaisuja. Lisäksi tarkastelen miten teknologian kehitys voisi ratkaista joitain ongelmia ja mitä odotan tulevaisuudelta. Kasvojentunnistusohjelmat ovat yleistyneet monissa eri käyttökohteissa, mutta niiden tarkkuus ei ole halutulla tasolla. Tässä tutkimuksessa selvitän monia eri ratkaisuja ongelmiin, joista lupaavimpana koen 3D generatiivisen kilpailevan neuroverkon kyvyn luoda uutta aineistoa tehokkaasti. In this bachelor theses I will be going through issues related to neural networksand facial recognition while going through some solutions offered by generative adversarialneural networks. I will also be investigating how the development of technology might beable to solve some of these problems and what do I expect from the future of this technology.Facial recognition programs have become more and more common in different uses but theaccuracy of them leaves much to be desired. In this paper I will be going through solutionsfor different problems of which I find 3D generative adversarial neural network to be themost promising with its ability to efficiently generate new data.
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spellingShingle Hermunen, Juho Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja Tietotekniikka Mathematical Information Technology 602 neuroverkot kasvontunnistus
title Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja
title_full Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja
title_fullStr Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja
title_full_unstemmed Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja
title_short Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja
title_sort kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja
title_txtP Kasvojentunnistusohjelmien ongelmia ja niiden ratkaisuja käyttäen generatiivisia kilpailevia neuroverkkoja
topic Tietotekniikka Mathematical Information Technology 602 neuroverkot kasvontunnistus
topic_facet 602 Mathematical Information Technology Tietotekniikka kasvontunnistus neuroverkot
url https://jyx.jyu.fi/handle/123456789/75887 http://www.urn.fi/URN:NBN:fi:jyu-202105243146
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