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Unsupervised face synthesis based on human traits
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Leyva, Roberto, Epiphaniou, Gregory, Maple, Carsten and Sanchez Silva, Victor (2023) Unsupervised face synthesis based on human traits. In: 2023 11th International Workshop on Biometrics and Forensics (IWBF), Barcelona, Spain, 19-20 Apr 2023. Published in: 2023 11th International Workshop on Biometrics and Forensics (IWBF) ISBN 9798350336078. doi:10.1109/iwbf57495.2023.10157232
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WRAP-Unsupervised-face-synthesis-human-traits-23.pdf - Accepted Version - Requires a PDF viewer. Download (2042Kb) | Preview |
Official URL: https://doi.org/10.1109/IWBF57495.2023.10157232
Abstract
This paper presents a strategy to synthesize face images based on human traits. Specifically, the strategy allows synthesizing face images with similar age, gender, and ethnicity, after discovering groups of people with similar facial features. Our synthesizer is based on unsupervised learning and is capable to generate realistic faces. Our experiments reveal that grouping the training samples according to their similarity can lead to more realistic face images while having semantic control over the synthesis. The proposed strategy achieves competitive performance compared to the state-of-the-art and outperforms the baseline in terms of the Frechet Inception Distance.
Item Type: | Conference Item (Paper) | ||||||
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Subjects: | T Technology > TA Engineering (General). Civil engineering (General) T Technology > TK Electrical engineering. Electronics Nuclear engineering |
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Divisions: | Faculty of Science, Engineering and Medicine > Engineering > WMG (Formerly the Warwick Manufacturing Group) | ||||||
SWORD Depositor: | Library Publications Router | ||||||
Library of Congress Subject Headings (LCSH): | Human face recognition (Computer science), Biometric identification, Optical pattern recognition, Forensic engineering, Face perception, Learning -- Computer simulation, Neural networks (Computer science) | ||||||
Journal or Publication Title: | 2023 11th International Workshop on Biometrics and Forensics (IWBF) | ||||||
Publisher: | IEEE | ||||||
ISBN: | 9798350336078 | ||||||
Official Date: | 26 June 2023 | ||||||
Dates: |
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DOI: | 10.1109/iwbf57495.2023.10157232 | ||||||
Status: | Peer Reviewed | ||||||
Publication Status: | Published | ||||||
Reuse Statement (publisher, data, author rights): | © 2023 Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | ||||||
Access rights to Published version: | Restricted or Subscription Access | ||||||
Date of first compliant deposit: | 1 September 2023 | ||||||
Date of first compliant Open Access: | 5 September 2023 | ||||||
Conference Paper Type: | Paper | ||||||
Title of Event: | 2023 11th International Workshop on Biometrics and Forensics (IWBF) | ||||||
Type of Event: | Workshop | ||||||
Location of Event: | Barcelona, Spain | ||||||
Date(s) of Event: | 19-20 Apr 2023 | ||||||
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