@inproceedings{13ad026d7aed4cde9ca31555079ad01c,
title = "Diversity and Novelty MasterPrints: Generating Multiple DeepMasterPrints for Increased User Coverage",
abstract = "This work expands on previous advancements in genetic fingerprint spoofing via the DeepMasterPrints and introduces Diversity and Novelty MasterPrints. This system uses quality diversity evolutionary algorithms to generate dictionaries of artificial prints with a focus on increasing coverage of users from the dataset. The Diversity MasterPrints focus on generating solution prints that match with users not covered by previously found prints, and the Novelty MasterPrints explicitly search for prints with more that are farther in user space than previous prints. Our multi-print search methodologies outperform the singular DeepMasterPrints in both coverage and generalization while maintaining quality of the fingerprint image output.",
keywords = "biometrics, diversity search, evolutionary algorithms, fingerprint, generative models, novelty search, spoofing",
author = "M. Charity and Nasir Memon and Zehua Jiang and Abhi Sen and Julian Togelius",
note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 21st International Conference of the Biometrics Special Interest Group, BIOSIG 2022 ; Conference date: 14-09-2022 Through 16-09-2022",
year = "2022",
doi = "10.1109/BIOSIG55365.2022.9897028",
language = "English (US)",
series = "BIOSIG 2022 - Proceedings of the 21st International Conference of the Biometrics Special Interest Group",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
editor = "Arslan Bromme and Naser Damer and Marta Gomez-Barrero and Kiran Raja and Christian Rathgeb and Sequeira, {Ana F.} and Massimiliano Todisco and Andreas Uhl",
booktitle = "BIOSIG 2022 - Proceedings of the 21st International Conference of the Biometrics Special Interest Group",
}