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The growing scope, scale, and number of biometric deployments around the world emphasise the need for research into technologies facilitating efficient and reliable biometric identification queries. This work presents a method of indexing…

计算机视觉与模式识别 · 计算机科学 2021-03-08 Pawel Drozdowski , Fabian Stockhardt , Christian Rathgeb , Christoph Busch

When compared to unimodal systems, multimodal biometric systems have several advantages, including lower error rate, higher accuracy, and larger population coverage. However, multimodal systems have an increased demand for integrity and…

计算机视觉与模式识别 · 计算机科学 2021-01-01 Veeru Talreja , Matthew Valenti , Nasser Nasrabadi

The development of large-scale identification systems that ensure the privacy protection of enrolled subjects represents a major challenge. Biometric deployments that provide interoperability and usability by including efficient…

计算机视觉与模式识别 · 计算机科学 2023-10-06 Daile Osorio-Roig , Lazaro J. Gonzalez-Soler , Christian Rathgeb , Christoph Busch

Biometrics based personal identification is regarded as an effective method for automatically recognizing, with a high confidence a person's identity. A multimodal biometric systems consolidate the evidence presented by multiple biometric…

计算机视觉与模式识别 · 计算机科学 2009-09-15 M. Nageshkumar , P. K. Mahesh , M. N. S. Swamy

In identity management system, commonly used biometric recognition system needs attention towards issue of biometric template protection as far as more reliable solution is concerned. In view of this biometric template protection algorithm…

计算机视觉与模式识别 · 计算机科学 2014-01-03 Shraddha S. Shinde , Prof. Anagha P. Khedkar

In identity management system, frequently used biometric recognition system needs awareness towards issue of protecting biometric template as far as more reliable solution is apprehensive. In sight of this biometric template protection…

计算机视觉与模式识别 · 计算机科学 2013-12-31 Shraddha S. Shinde , Prof. Anagha P. Khedkar

Multimodal biometric systems have gained popularity for their enhanced recognition accuracy and resistance to attacks like spoofing. This research explores methods for fusing iris and face feature vectors and implements robust security…

密码学与安全 · 计算机科学 2024-08-28 Surendra Singh , Lambert Igene , Stephanie Schuckers

Biometric data is considered to be very private and highly sensitive. As such, many methods for biometric template protection were considered over the years -- from biohashing and specially crafted feature extraction procedures, to the use…

密码学与安全 · 计算机科学 2026-01-27 Eliron Rahimi , Margarita Osadchy , Orr Dunkelman

Biometric systems strive to balance security and usability. The use of multi-biometric systems combining multiple biometric modalities is usually recommended for high-security applications. However, the presentation of multiple biometric…

密码学与安全 · 计算机科学 2025-04-01 Florian Bayer , Christian Rathgeb

Biometric technologies, especially face recognition, have become an essential part of identity management systems worldwide. In deployments of biometrics, secure storage of biometric information is necessary in order to protect the users'…

计算机视觉与模式识别 · 计算机科学 2021-11-08 Christian Rathgeb , Johannes Merkle , Johanna Scholz , Benjamin Tams , Vanessa Nesterowicz

The performance of a biometric system that relies on a single biometric modality (e.g., fingerprints only) is often stymied by various factors such as poor data quality or limited scalability. Multibiometric systems utilize the principle of…

计算机视觉与模式识别 · 计算机科学 2019-02-11 Maneet Singh , Richa Singh , Arun Ross

In this paper, we propose a secure multibiometric system that uses deep neural networks and error-correction coding. We present a feature-level fusion framework to generate a secure multibiometric template from each user's multiple…

人工智能 · 计算机科学 2017-08-09 Veeru Talreja , Matthew C. Valenti , Nasser M. Nasrabadi

As face recognition systems (FRS) become more widely used, user privacy becomes more important. A key privacy issue in FRS is protecting the user's face template, as the characteristics of the user's face image can be recovered from the…

密码学与安全 · 计算机科学 2025-07-17 Sunpill Kim , Seunghun Paik , Chanwoo Hwang , Dongsoo Kim , Junbum Shin , Jae Hong Seo

Biometric recognition is widely used, making the privacy and security of extracted templates a critical concern. Biometric Template Protection schemes, especially those utilizing Homomorphic Encryption, introduce significant computational…

计算机视觉与模式识别 · 计算机科学 2025-08-18 Florian Bayer , Maximilian Russo , Christian Rathgeb

In this paper we address the issues of using edge detection techniques on facial images to produce cancellable biometric templates and a novel method for template verification against tampering. With increasing use of biometrics, there is a…

计算机视觉与模式识别 · 计算机科学 2014-01-23 Manoj Krishnaswamy , G. Hemantha Kumar

Generative AI has revolutionized modern machine learning by providing unprecedented realism, diversity, and efficiency in data generation. This technology holds immense potential for biometrics, including for securing sensitive and…

计算机视觉与模式识别 · 计算机科学 2024-08-13 Babak Poorebrahim Gilkalaye , Shubhabrata Mukherjee , Reza Derakhshani

This paper proposes a non-interactive end-to-end solution for secure fusion and matching of biometric templates using fully homomorphic encryption (FHE). Given a pair of encrypted feature vectors, we perform the following ciphertext…

计算机视觉与模式识别 · 计算机科学 2022-08-16 Luke Sperling , Nalini Ratha , Arun Ross , Vishnu Naresh Boddeti

Modern face recognition systems utilize deep neural networks to extract salient features from a face. These features denote embeddings in latent space and are often stored as templates in a face recognition system. These embeddings are…

密码学与安全 · 计算机科学 2024-04-26 Bharat Yalavarthi , Arjun Ramesh Kaushik , Arun Ross , Vishnu Boddeti , Nalini Ratha

In humanitarian and emergency scenarios, the use of biometrics can dramatically improve the efficiency of operations, but it poses risks for the data subjects, which are exacerbated in contexts of vulnerability. To address this, we present…

计算机视觉与模式识别 · 计算机科学 2025-08-27 Giuseppe Stragapede , Sam Merrick , Vedrana Krivokuća Hahn , Justin Sukaitis , Vincent Graf Narbel

Face recognition technology has demonstrated tremendous progress over the past few years, primarily due to advances in representation learning. As we witness the widespread adoption of these systems, it is imperative to consider the…

计算机视觉与模式识别 · 计算机科学 2018-07-17 Vishnu Naresh Boddeti
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