TY - GEN
T1 - Securing CNN Model and Biometric Template using Blockchain
AU - Goel, Akhil
AU - Agarwal, Akshay
AU - Vatsa, Mayank
AU - Singh, Richa
AU - Ratha, Nalini
N1 - Publisher Copyright: © 2019 IEEE.
PY - 2019/9
Y1 - 2019/9
N2 - Blockchain has emerged as a leading technology that ensures security in a distributed framework. Recently, it has been shown that blockchain can be used to convert traditional blocks of any deep learning models into secure systems. In this research, we model a trained biometric recognition system in an architecture which leverages the blockchain technology to provide fault tolerant access in a distributed environment. The advantage of the proposed approach is that tampering in one particular component alerts the whole system and helps in easy identification of 'any' possible alteration. Experimentally, with different biometric modalities, we have shown that the proposed approach provides security to both deep learning model and the biometric template.
AB - Blockchain has emerged as a leading technology that ensures security in a distributed framework. Recently, it has been shown that blockchain can be used to convert traditional blocks of any deep learning models into secure systems. In this research, we model a trained biometric recognition system in an architecture which leverages the blockchain technology to provide fault tolerant access in a distributed environment. The advantage of the proposed approach is that tampering in one particular component alerts the whole system and helps in easy identification of 'any' possible alteration. Experimentally, with different biometric modalities, we have shown that the proposed approach provides security to both deep learning model and the biometric template.
UR - https://www.scopus.com/pages/publications/85092303834
U2 - 10.1109/BTAS46853.2019.9185999
DO - 10.1109/BTAS46853.2019.9185999
M3 - Conference contribution
T3 - 2019 IEEE 10th International Conference on Biometrics Theory, Applications and Systems, BTAS 2019
BT - 2019 IEEE 10th International Conference on Biometrics Theory, Applications and Systems, BTAS 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th IEEE International Conference on Biometrics Theory, Applications and Systems, BTAS 2019
Y2 - 23 September 2019 through 26 September 2019
ER -