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RHEMAT: Robust human ear based multimodal authentication technique

delete2023-09-01
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PRE
AI
I
Iyyakutti Iyappan Ganapathi
S
Syed Sadaf Ali *
U
Uttam Sharma
P
Pradeep Tomar
M
Muhammad Owais
N
Naoufel Werghi
DOI:10.1016/j.cose.2023.103356delete
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摘要

摘要

En 中文
Ear biometrics is a fast-developing field of computer vision that offers several advantages over existing biometric authentication methods. The performance of the ear is superior to or comparable to that of other biometric traits. However, the recognition performance of 2D ear images degrades due to the impacts of posture, illumination, and scaling. To overcome these challenges, we propose combining 3D and 2D ear images and constructing a keypoint detector and descriptor using a covariance matrix derived from texture and geometry information. The feature vector of the descriptor is then used to describe keypoints and utilized to identify keypoints with the smallest distance between a probe and gallery for the subsequent registration process. The registration error that results serves as the matching score. The proposed method is evaluated on a large database of ear images and compared to state-of-the-art techniques, demonstrating superior performance in occlusion, noise, and pose variations. & COPY; 2023 Published by Elsevier Ltd.
Keyword:
3D Ear
Authentication
Multimodal
Security
Biometrics

期刊

C
Computers and Security
IF:
5.4
论文数:
4.6K
被引数:
1.4W

机构

G
Gautam Buddha University
学者数:
421
论文数: 354
被引数: 344
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