Template Protection based on Homomorphic Encryption: Computationally Efficient Application to Iris-Biometric Verification and Identification
Title | Template Protection based on Homomorphic Encryption: Computationally Efficient Application to Iris-Biometric Verification and Identification |
Publication Type | Conference Paper |
Year of Publication | 2019 |
Authors | Kolberg, Jascha, Bauspieß, Pia, Gomez-Barrero, Marta, Rathgeb, Christian, Dürmuth, Markus, Busch, Christoph |
Conference Name | 2019 IEEE International Workshop on Information Forensics and Security (WIFS) |
Date Published | Dec. 2019 |
Publisher | IEEE |
ISBN Number | 978-1-7281-3217-4 |
Keywords | biometric encryption, biometric recognition systems, biometrics (access control), block-wise comparison, computational overload, computationally efficient application, cryptography, decision making, early decision making strategy, Encryption, encryption domain scheme, feature extraction, Hamming distance, homomorphic encryption, identification mode, IITD database, Image coding, Iris recognition, iris-biometric verification, iris-coding, Metrics, permanent protection, privacy issues, Probes, pubcrawl, Recognition accuracy, resilience, Resiliency, Scalability, secure systems, Template Protection |
Abstract | When employing biometric recognition systems, we have to take into account that biometric data are considered sensitive data. This has raised some privacy issues, and therefore secure systems providing template protection are required. Using homomorphic encryption, permanent protection can be ensured, since templates are stored and compared in the encrypted domain. In addition, the unprotected system's accuracy is preserved. To solve the problem of the computational overload linked to the encryption scheme, we present an early decision making strategy for iris-codes. In order to improve the recognition accuracy, the most consistent bits of the iris-code are moved to the beginning of the template. This allows an accurate block-wise comparison, thereby reducing the execution time. Hence, the resulting system grants template protection in a computationally efficient way. More specifically, in the experimental evaluation in identification mode, the block-wise comparison achieves a 92% speed-up on the IITD database with 300 enrolled templates. |
URL | https://ieeexplore.ieee.org/document/9034982 |
DOI | 10.1109/WIFS47025.2019.9034982 |
Citation Key | kolberg_template_2019 |
- IITD database
- Template Protection
- secure systems
- Scalability
- Resiliency
- resilience
- Recognition accuracy
- pubcrawl
- Probes
- privacy issues
- permanent protection
- Metrics
- iris-coding
- iris-biometric verification
- Iris recognition
- Image coding
- biometric encryption
- identification mode
- Homomorphic encryption
- Hamming distance
- feature extraction
- encryption domain scheme
- encryption
- early decision making strategy
- Decision Making
- Cryptography
- computationally efficient application
- computational overload
- block-wise comparison
- biometrics (access control)
- biometric recognition systems