Title
Cancellable iris template generation based on Indexing-First-One hashing.
Abstract
Eye iris has been widely recognized as one of the strongest biometrics attributed to its high accuracy performance. However, templates in conventional iris recognition systems are unprotected and highly vulnerable to numerous security and privacy attacks. Despite a number of cancellable biometric schemes have been proposed but at the expense of substantially decreased accuracy performance. In this paper, we introduce a new cancellable iris scheme, coined as \"Indexing-First-One\" (IFO) hashing. IFO hashing is inspired from the Min-hashing that primarily used in text retrieval domain. However, IFO hashing has been further strengthened by two novel mechanisms, namely P-order Hadamard product and modulo threshold function. The IFO hashing scheme strikes the balance between accuracy performance and privacy/security protection. Comprehensive experiments on CASIA-v3 iris benchmark database and rigorous analysis demonstrate decent accuracy performance with respect to its original counterparts yet offer strong resilience against several major security and privacy attacks. A new scheme to generate cancellable iris template with Jacaard similarity matcher.Modification of Min-hashing to strengthen the privacy security in IFO.IFO provides strong security and privacy against SHA, MHA, ARM, PIA attacks.IFO can be applied to variety of biometric feature with binary representation.
Year
DOI
Venue
2017
10.1016/j.patcog.2016.10.035
Pattern Recognition
Keywords
Field
DocType
Iris,Cancellable template,Min-hashing,Jacaard similarity,Security & privacy
Data mining,Iris recognition,Pattern recognition,Modulo,Computer science,Search engine indexing,Artificial intelligence,Hash function,Biometrics,Text retrieval,Threshold function,Binary number
Journal
Volume
Issue
ISSN
64
C
0031-3203
Citations 
PageRank 
References 
16
0.57
23
Authors
7
Name
Order
Citations
PageRank
Yen-Lung Lai1252.08
Zhe Jin2274.09
Teoh, B.J.A.3435.62
Bok-Min Goi449862.02
Wun-She Yap510517.55
Chai Tong Yuen6171.93
Christian Rathgeb755155.72