@inproceedings{97b4568b79c64e29972ae2f0c4ff24a4,
title = "Restore Fingerprints Using Pix2Pix",
abstract = "Previously studied fingerprint readers usually used Minutiae feature. Minutiae uses both directional maps and skeleton images because of its high FMR (False Match Rate). But unlike security attacks on Minutiae, research on directional maps and skeletal image attacks is not going well. In this paper, fingerprint images are generated using the new Pix2Pix model and analyzed representation attack vulnerabilities for the images. When the restored fingerprint by the model was recognized to the fingerprint recognizer, it showed a high recognition success rate and demonstrated the vulnerability for representation attacks on fingerprint readers that also use skeletal images.",
keywords = "Bio-feature, Fingerprint, Fingerprint reader, Pix2Pix, Representation attack",
author = "Moon, \{Ji Hwan\} and Park, \{Jin Ho\} and Kim, \{Gye Young\}",
note = "Publisher Copyright: {\textcopyright} 2021, Springer Nature Singapore Pte Ltd.; 11th International Conference on Computer Science and its Applications, CSA 2019 and 14th KIPS International Conference on Ubiquitous Information Technologies and Applications, CUTE 2019 ; Conference date: 18-12-2019 Through 20-12-2019",
year = "2021",
doi = "10.1007/978-981-15-9343-7\_68",
language = "English",
isbn = "9789811593420",
series = "Lecture Notes in Electrical Engineering",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "489--494",
editor = "Park, \{James J.\} and Fong, \{Simon James\} and Yi Pan and Yunsick Sung",
booktitle = "Advances in Computer Science and Ubiquitous Computing - CSA-CUTE 2019",
address = "Germany",
}