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Title:Orodja za manipulacijo videoposnetkov z nevronskimi mrežami : diplomsko delo
Authors:ID Farič, Jure (Author)
ID Karakatič, Sašo (Mentor) More about this mentor... New window
Files:.pdf UN_Faric_Jure_2022.pdf (1014,84 KB)
MD5: B438D0BCB3F83CEC9674EC158A088DAB
 
Language:Slovenian
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FERI - Faculty of Electrical Engineering and Computer Science
Abstract:V diplomskem delu smo se ukvarjali s teoretičnim pregledom metod uporabljenih pri generiranju globoko ponarejenih medijev in prikazu delujočega primera globoko ponarejenega videoposnetka. Teoretično smo pregledali pristope za manipulacijo slik in videoposnetkov z modeli generativnih nevronskih mrež, ter izdelali delujoč in realističen primer globoko ponarejenega videoposnetka. Uporabili smo obstoječe videoposnetke z nevronskimi mrežami in primerjali rezultate manipulacije s pravimi videoposnetki. V praktičnem delu smo predstavili korake po katerih lahko izdelamo deepfake videoposnetek z orodjem DeepFaceLab.
Keywords:globoke nevronske mreže, globoko učenje, globoko ponarejeni videoposnetki, manipulacija slik, manipulacija videoposnetkov, diplomske naloge
Place of publishing:Maribor
Place of performance:Maribor
Publisher:[J. Farič]
Year of publishing:2022
Year of performance:2022
Number of pages:1 spletni vir (1 datoteka PDF (VII, 35 f.))
PID:20.500.12556/DKUM-83788 New window
UDC:004.85.032.26(043.2)
COBISS.SI-ID:141118979 New window
Publication date in DKUM:09.02.2023
Views:1135
Downloads:336
Metadata:XML DC-XML DC-RDF
Categories:KTFMB - FERI
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Secondary language

Language:English
Title:Tools for video manipulation with neural networks
Abstract:In the thesis, we dealt with a theoretical review of the methods used in the generation of deepfake media and a demonstration of a working example of a deepfake video. We theoretically reviewed image and video manipulation approaches with generative neural network models, and produced a working and realistic example of a deeply faked video. We used existing videos with neural networks and compared the manipulation results with real videos. In the practical part, we presented the steps by which we can create a deepfake video with the DeepFaceLab tool.
Keywords:deep neural network, deep learning, deepfake, image manipulation, video manipulation, DeepFaceLab


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