Multimedia Tools and Applications
https://doi.org/10.1007/s11042-020-08680-5
Privacy-preserving iris authentication using fully
homomorphic encryption
Mahesh Kumar Morampudi
1,2
· Munaga V. N. K. Prasad
1
· U. S. N. Raju
2
Received: 14 April 2019 / Revised: 2 December 2019 / Accepted: 17 January 2020 /
© Springer Science+Business Media, LLC, part of Springer Nature 2020
Abstract
Rapid advancement in technology has led to the use of biometric authentication in every
field. In particular, from the past few years, iris recognition systems has gained overwhelm-
ing advancement over other biometric traits due to its stability and uniqueness. Directly
storing the templates into a centralized server leads to privacy concerns. Many state-of-
the-art iris authentication systems based on cancelable biometrics and bio-cryptosystems
have been introduced to provide security for the iris templates. However, these works suf-
fer from accuracy loss relative to unprotected systems, or they require auxiliary data (AD),
which compromise the privacy of the templates and security of the system. To address this,
we propose a novel privacy-preserving iris authentication using fully homomorphic encryp-
tion which ensures the confidentiality of the templates and restricts the leakage of data
from the templates. Our method improves the recognition accuracy by generating rotation
invariant iris codes and reduces the computational time by using the batching scheme. Our
approach satisfies all the requirements specified in the ISO/IEC 24745 standard. The pro-
posed method has experimented on four benchmark publicly available iris databases which
illustrate that our method can be practically achievable with no loss in the accuracy and pre-
serve the privacy of the iris templates. Our method encrypts and computes the Hamming
distance of 2560-dimensional iris features in about 0.0185 seconds only with an equal error
rate value of 0.19% for CASIA-V 1.0 database.
Keywords Biometric authentication · Homomorphic encryption · Rotation-invariant ·
Batching scheme
Mahesh Kumar Morampudi
mmahesh@idrbt.ac.in
1
Institute for Development and Research in Banking Technology, Road No.1, Castle Hills, Masab
Tank, Hyderabad, 500057, India
2
National Institute of Technology, Warangal, 506004, Telangana, India