Face Generation and Editing With StyleGAN: A Survey
Melnik A, Miasayedzenkau M, Makaravets D, Pirshtuk D, Akbulut E, Holzmann D, Renusch T, Reichert G, Ritter H (2024)
IEEE Transactions on Pattern Analysis and Machine Intelligence 46(5): 3557-3576.
Zeitschriftenaufsatz
| Veröffentlicht | Englisch
Download
Autor*in
Melnik, AndrewUniBi;
Miasayedzenkau, Maksim;
Makaravets, Dzianis;
Pirshtuk, Dzianis;
Akbulut, Eren;
Holzmann, DennisUniBi 
;
Renusch, Tarek;
Reichert, Gustav;
Ritter, HelgeUniBi
;
Renusch, Tarek;
Reichert, Gustav;
Ritter, HelgeUniBi Abstract / Bemerkung
Our goal with this survey is to provide an overview of the state of the art deep learning methods for face generation and editing using StyleGAN. The survey covers the evolution of StyleGAN, from PGGAN to StyleGAN3, and explores relevant topics such as suitable metrics for training, different latent representations, GAN inversion to latent spaces of StyleGAN, face image editing, cross-domain face stylization, face restoration, and even Deepfake applications. We aim to provide an entry point into the field for readers that have basic knowledge about the field of deep learning and are looking for an accessible introduction and overview.
Stichworte
Deep learning;
deepfakes;
face generation;
face restoration;
GAN;
GAN inversion;
latent space;
StyleGAN
Erscheinungsjahr
2024
Zeitschriftentitel
IEEE Transactions on Pattern Analysis and Machine Intelligence
Band
46
Ausgabe
5
Seite(n)
3557-3576
Urheberrecht / Lizenzen
ISSN
0162-8828
eISSN
2160-9292, 1939-3539
Page URI
https://pub.uni-bielefeld.de/record/2988533
Zitieren
Melnik A, Miasayedzenkau M, Makaravets D, et al. Face Generation and Editing With StyleGAN: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence. 2024;46(5):3557-3576.
Melnik, A., Miasayedzenkau, M., Makaravets, D., Pirshtuk, D., Akbulut, E., Holzmann, D., Renusch, T., et al. (2024). Face Generation and Editing With StyleGAN: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(5), 3557-3576. https://doi.org/10.1109/TPAMI.2024.3350004
Melnik, Andrew, Miasayedzenkau, Maksim, Makaravets, Dzianis, Pirshtuk, Dzianis, Akbulut, Eren, Holzmann, Dennis, Renusch, Tarek, Reichert, Gustav, and Ritter, Helge. 2024. “Face Generation and Editing With StyleGAN: A Survey”. IEEE Transactions on Pattern Analysis and Machine Intelligence 46 (5): 3557-3576.
Melnik, A., Miasayedzenkau, M., Makaravets, D., Pirshtuk, D., Akbulut, E., Holzmann, D., Renusch, T., Reichert, G., and Ritter, H. (2024). Face Generation and Editing With StyleGAN: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence 46, 3557-3576.
Melnik, A., et al., 2024. Face Generation and Editing With StyleGAN: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence, 46(5), p 3557-3576.
A. Melnik, et al., “Face Generation and Editing With StyleGAN: A Survey”, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, 2024, pp. 3557-3576.
Melnik, A., Miasayedzenkau, M., Makaravets, D., Pirshtuk, D., Akbulut, E., Holzmann, D., Renusch, T., Reichert, G., Ritter, H.: Face Generation and Editing With StyleGAN: A Survey. IEEE Transactions on Pattern Analysis and Machine Intelligence. 46, 3557-3576 (2024).
Melnik, Andrew, Miasayedzenkau, Maksim, Makaravets, Dzianis, Pirshtuk, Dzianis, Akbulut, Eren, Holzmann, Dennis, Renusch, Tarek, Reichert, Gustav, and Ritter, Helge. “Face Generation and Editing With StyleGAN: A Survey”. IEEE Transactions on Pattern Analysis and Machine Intelligence 46.5 (2024): 3557-3576.
Alle Dateien verfügbar unter der/den folgenden Lizenz(en):
Creative Commons Namensnennung - Nicht kommerziell - Keine Bearbeitungen 4.0 International (CC BY-NC-ND 4.0):
Volltext(e)
Access Level
Open Access
Zuletzt Hochgeladen
2024-04-17T06:38:05Z
MD5 Prüfsumme
34c7d675c922d03ba8612d0a7e615f24
Export
Markieren/ Markierung löschen
Markierte Publikationen
Web of Science
Dieser Datensatz im Web of Science®Quellen
PMID: 38224501
PubMed | Europe PMC
Suchen in
Google Scholar