Title | Improved Post-quantum-secure Face Template Protection System Based on Packed Homomorphic Encryption |
Publication Type | Conference Paper |
Year of Publication | 2021 |
Authors | Tamiya, Hiroto, Isshiki, Toshiyuki, Mori, Kengo, Obana, Satoshi, Ohki, Tetsushi |
Conference Name | 2021 International Conference of the Biometrics Special Interest Group (BIOSIG) |
Date Published | sep |
Keywords | and squared Euclidean distance, biometric template protection, cryptography, Euclidean distance, face recognition, Facial features, feature extraction, homomorphic encryption, human factors, Metrics, packing method, Post-quantum cryptography, pubcrawl, Quantization (signal), resilience, Resiliency, Scalability |
Abstract | This paper proposes an efficient face template protection system based on homomorphic encryption. By developing a message packing method suitable for the calculation of the squared Euclidean distance, the proposed system computes the squared Euclidean distance between facial features by a single homomorphic multiplication. Our experimental results show the transaction time of the proposed system is about 14 times faster than that of the existing face template protection system based on homomorphic encryption presented in BIOSIG2020. |
DOI | 10.1109/BIOSIG52210.2021.9548305 |
Citation Key | tamiya_improved_2021 |