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相关论文: An Analysis of Random Projections in Cancelable Bi…

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Cancelable biometric schemes aim at generating secure biometric templates by combining user specific tokens, such as password, stored secret or salt, along with biometric data. This type of transformation is constructed as a composition of…

密码学与安全 · 计算机科学 2022-07-19 Axel Durbet , Pascal Lafourcade , Denis Migdal , Kevin Thiry-Atighehchi , Paul-Marie Grollemund

Cancelable biometric schemes are designed to extract an identity-preserving, non-invertible as well as revocable pseudo-identifier from biometric data. Recognition systems need to store only this pseudo-identifier, to avoid tampering and/or…

密码学与安全 · 计算机科学 2025-03-21 Ragendhu Sp , Tony Thomas , Sabu Emmanuel

The identity of a user is permanently lost if biometric data gets compromised since the biometric information is irreplaceable and irrevocable. To revoke and reissue a new template in place of the compromised biometric template, the idea of…

计算机视觉与模式识别 · 计算机科学 2018-05-28 Rudresh Dwivedi , Somnath Dey

Cancelable biometrics refers to a group of techniques in which the biometric inputs are transformed intentionally using a key before processing or storage. This transformation is repeatable enabling subsequent biometric comparisons. This…

计算机视觉与模式识别 · 计算机科学 2021-11-29 Mahdi Ghafourian , Julian Fierrez , Ruben Vera-Rodriguez , Ignacio Serna , Aythami Morales

Cancelable biometrics (CB) employs an irreversible transformation to convert the biometric features into transformed templates while preserving the relative distance between two templates for security and privacy protection. However,…

计算机视觉与模式识别 · 计算机科学 2022-10-04 Xingbo Dong , Jaewoo Park , Zhe Jin , Andrew Beng Jin Teoh , Massimo Tistarelli , KokSheik Wong

Cancelable Biometric is a challenging research field in which security of an original biometric image is ensured by transforming the original biometric into another irreversible domain. Several approaches have been suggested in literature…

计算机视觉与模式识别 · 计算机科学 2024-04-26 Nitin Kumar , Manisha

Biometric authentication systems are crucial for security, but developing them involves various complexities, including privacy, security, and achieving high accuracy without directly storing pure biometric data in storage. We introduce an…

计算机视觉与模式识别 · 计算机科学 2026-04-13 Dmytro Zakharov , Oleksandr Kuznetsov , Emanuele Frontoni , Natalia Kryvinska

In a biometric verification system, leakage of biometric data leads to permanent identity loss since original biometric data is inherently linked to a user. Further, various types of attacks on a biometric system may reveal the original…

计算机视觉与模式识别 · 计算机科学 2018-10-23 Rudresh Dwivedi , Somnath Dey

Cancelable biometrics are a group of techniques to transform the input biometric to an irreversible feature intentionally using a transformation function and usually a key in order to provide security and privacy in biometric recognition…

机器学习 · 计算机科学 2023-02-20 Mahdi Ghafourian , Julian Fierrez , Ruben Vera-Rodriguez , Aythami Morales , Ignacio Serna

Fingerprint is widely used in a variety of applications. Security measures have to be taken to protect the privacy of fingerprint data. Cancelable biometrics is proposed as an effective mechanism of using and protecting biometrics. In this…

计算机视觉与模式识别 · 计算机科学 2016-08-31 Qinghai Gao

Cancelable biometric schemes generate secure biometric templates by combining user specific tokens and biometric data. The main objective is to create irreversible, unlinkable, and revocable templates, with high accuracy in matching. In…

密码学与安全 · 计算机科学 2020-01-22 Kevin Atighehchi , Loubna Ghammam , Koray Karabina , Patrick Lacharme

With the widespread use of biometric recognition, several issues related to the privacy and security provided by this technology have been recently raised and analysed. As a result, the early common belief among the biometrics community of…

计算机视觉与模式识别 · 计算机科学 2024-01-08 Marta Gomez-Barrero , Javier Galbally

Random Projection is a foundational research topic that connects a bunch of machine learning algorithms under a similar mathematical basis. It is used to reduce the dimensionality of the dataset by projecting the data points efficiently to…

机器学习 · 计算机科学 2017-10-10 Mahmoud Nabil

One common critique of biometric authentication is that if an individual's biometric is compromised, then the individual has no recourse. The concept of revocable biometrics was developed to address this concern. A biometric scheme is…

计算机视觉与模式识别 · 计算机科学 2025-06-24 Aman Bhatta , Michael C. King , Kevin W. Bowyer

Interesting data often concentrate on low dimensional smooth manifolds inside a high dimensional ambient space. Random projections are a simple, powerful tool for dimensionality reduction of such data. Previous works have studied bounds on…

机器学习 · 统计学 2016-09-13 Subhaneil Lahiri , Peiran Gao , Surya Ganguli

Random projection is often used to project higher-dimensional vectors onto a lower-dimensional space, while approximately preserving their pairwise distances. It has emerged as a powerful tool in various data processing tasks and has…

机器学习 · 计算机科学 2020-06-30 Wenye Li , Shuzhong Zhang

In this paper, we benchmark several cancelable biometrics (CB) schemes on different biometric characteristics. We consider BioHashing, Multi-Layer Perceptron (MLP) Hashing, Bloom Filters, and two schemes based on Index-of-Maximum (IoM)…

Biometric template protection is one of most essential parts in putting a biometric-based authentication system into practice. There have been many researches proposing different solutions to secure biometric templates of users. They can be…

密码学与安全 · 计算机科学 2019-04-02 Thi Ai Thao Nguyen , Tran Khanh Dang , Dinh Thanh Nguyen

Biometric authentication is used to secure digital or physical access. Such an authentication system uses a biometric database, where data are sometimes protected by cancelable transformations. This paper introduces the notion of biometric…

密码学与安全 · 计算机科学 2022-02-08 Tanguy Gernot , Patrick Lacharme

We consider the hashing mechanism for constructing binary embeddings, that involves pseudo-random projections followed by nonlinear (sign function) mappings. The pseudo-random projection is described by a matrix, where not all entries are…

机器学习 · 计算机科学 2016-07-04 Anna Choromanska , Krzysztof Choromanski , Mariusz Bojarski , Tony Jebara , Sanjiv Kumar , Yann LeCun
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