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Efficient, Accurate, and Rotation-Invariant Iris Code

delete2017-08-01
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OA
AI
N
Naser Damer *
P
Philipp Terhörst
A
Andreas Braun
A
Arjan Kuijper
DOI:10.1109/LSP.2017.2719282delete
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Abstract

Abstract

En 中文
The large scale of the recently demanded biometric systems has put a pressure on creating a more efficient, accurate, and private biometric solutions. Iris biometrics is one of the most distinctive and widely used biometric characteristics. High-performing iris representations suffer from the curse of rotation inconsistency. This is usually solved by assuming a range of rotational errors and performing a number of comparisons over this range, which results in a high computational effort and limits indexing and template protection. This work presents a generic and parameter-free transformation of binary iris representation into a rotation-invariant space. The goal is to perform accurate and efficient comparison and enable further indexing and template protection deployment. The proposed approach was tested on a database of 10 000 subjects of the ISYN1 iris database generated by CASIA. Besides providing a compact and rotational-invariant representation, the proposed approach reduced the equal error rate by more than 55% and the computational time by a factor of up to 44 compared to the original representation.
Keywords:
Biometrics
iris recognition
rotation-invariance
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

IEEE Signal Processing Magazine cover
IEEE Signal Processing Magazine
IF:
9.6
Papers:
1.1W
Citations:
1.7W

Organization

F
fraunhofer gesellschaft
Scholars:
1.6W
Papers: 1.2W
Citations: 24
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