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Authors: Geral Castillo-Arredondo ; Dante Moreno-Carhuacusma and Willy Ugarte

Affiliation: Universidad Peruana de Ciencias Aplicadas, Lima, Peru

Keyword(s): StyleGAN, StyleCLIP, Portrait Images, Image Manipulation, Mobile Application, NLP.

Abstract: There are many methods and approaches used for manipulation of images. However, according to the state of the art, the ones related to StyleGANs has shown better overall results when it comes to this task. In this work, we proposed to use StyleGANs in order to allow the manipulation of portrait images using text. We used a method called StyleCLIP which combine StyleGANs with CLIP, a neural network that connects text and images. This method has two numeric parameters, which are the manipulation strength and the disentanglement threshold. The contribution consists of adjusting these parameters based on the entered text in order to improve the result of the edited image. With this technology, we built an app that will help people with poor digital skills to edit their photos easily by using words. The opinion of the users of the application has been validated through a survey. The results obtained allowed us to demonstrate that our method make a satisfactory image edition for most users.

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Paper citation in several formats:
Castillo-Arredondo, G.; Moreno-Carhuacusma, D. and Ugarte, W. (2023). PhotoHandler: Manipulation of Portrait Images with StyleGANs Using Text. In Proceedings of the 20th International Conference on Smart Business Technologies - ICSBT; ISBN 978-989-758-667-5; ISSN 2184-772X, SciTePress, pages 73-82. DOI: 10.5220/0012123200003552

@conference{icsbt23,
author={Geral Castillo{-}Arredondo. and Dante Moreno{-}Carhuacusma. and Willy Ugarte.},
title={PhotoHandler: Manipulation of Portrait Images with StyleGANs Using Text},
booktitle={Proceedings of the 20th International Conference on Smart Business Technologies - ICSBT},
year={2023},
pages={73-82},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012123200003552},
isbn={978-989-758-667-5},
issn={2184-772X},
}

TY - CONF

JO - Proceedings of the 20th International Conference on Smart Business Technologies - ICSBT
TI - PhotoHandler: Manipulation of Portrait Images with StyleGANs Using Text
SN - 978-989-758-667-5
IS - 2184-772X
AU - Castillo-Arredondo, G.
AU - Moreno-Carhuacusma, D.
AU - Ugarte, W.
PY - 2023
SP - 73
EP - 82
DO - 10.5220/0012123200003552
PB - SciTePress

- Science and Technology Publications, Lda.
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