TY - GEN
T1 - PhotoHandler
T2 - 20th International Conference on Smart Business Technologies, ICSBT 2023
AU - Castillo-Arredond, Geral
AU - Moreno-Carhuacusma, Dante
AU - Ugarte, Willy
N1 - Publisher Copyright:
© 2023 ICSBT International Conference on Smart Business Technologies. All rights reserved.
PY - 2023
Y1 - 2023
N2 - 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.
AB - 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.
KW - Image Manipulation
KW - Mobile Application
KW - NLP
KW - Portrait Images
KW - StyleCLIP
KW - StyleGAN
UR - https://www.scopus.com/pages/publications/85175860276
U2 - 10.5220/0012123200003552
DO - 10.5220/0012123200003552
M3 - Contribución a la conferencia
AN - SCOPUS:85175860276
T3 - ICSBT International Conference on Smart Business Technologies
SP - 73
EP - 82
BT - Proceedings of the 20th International Conference on Smart Business Technologies, ICSBT 2023
A2 - Hammoudi, Slimane
A2 - Wijnhoven, Fons
A2 - van Sinderen, Marten
PB - Science and Technology Publications, Lda
Y2 - 11 July 2023 through 13 July 2023
ER -