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Face authentication systems require a robust anti-spoofing module as they can be deceived by fabricating spoof images of authorized users. Most recent face anti-spoofing methods rely on optimized architectures and training objectives to…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Davide Belli , Debasmit Das , Bence Major , Fatih Porikli

This work presents a deeper analysis of the "irreversibility" property of PolyProtect, a biometric template protection method initially proposed for securing face embeddings. PolyProtect transforms embeddings into protected templates via…

计算机视觉与模式识别 · 计算机科学 2026-05-06 Vedrana Krivokuća Hahn , Jérémy Maceiras , Sébastien Marcel

In a biometric system, each biometric sample or template is typically associated with a single identity. However, recent research has demonstrated the possibility of generating "morph" biometric samples that can successfully match more than…

声音 · 计算机科学 2023-09-06 Sushanta K. Pani , Anurag Chowdhury , Morgan Sandler , Arun Ross

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

Face recognition systems are widely deployed in high-security applications such as for biometric verification at border controls. Despite their high accuracy on pristine data, it is well-known that digital manipulations, such as face…

计算机视觉与模式识别 · 计算机科学 2024-12-31 Mathias Ibsen , Lázaro J. González-Soler , Christian Rathgeb , Christoph Busch

The wide deployment of biometric recognition systems in the last two decades has raised privacy concerns regarding the storage and use of biometric data. As a consequence, the ISO/IEC 24745 international standard on biometric information…

计算机视觉与模式识别 · 计算机科学 2023-11-09 Marta Gomez-Barrero , Javier Galbally , Christian Rathgeb , Christoph Busch

A face morph is created by strategically combining two or more face images corresponding to multiple identities. The intention is for the morphed image to match with multiple identities. Current morph attack detection strategies can detect…

计算机视觉与模式识别 · 计算机科学 2022-09-08 Sudipta Banerjee , Prateek Jaiswal , Arun Ross

A morphed face image is a synthetically created image that looks so similar to the faces of two subjects that both can use it for verification against a biometric verification system. It can be easily created by aligning and blending face…

计算机视觉与模式识别 · 计算机科学 2020-04-27 Clemens Seibold , Anna Hilsmann , Peter Eisert

A face morph is created by combining the face images usually pertaining to two distinct identities. The goal is to generate an image that can be matched with two identities thereby undermining the security of a face recognition system. To…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Nitish Shukla , Arun Ross

Biometric systems based on Machine learning and Deep learning are being extensively used as authentication mechanisms in resource-constrained environments like smartphones and other small computing devices. These AI-powered facial…

计算机视觉与模式识别 · 计算机科学 2020-12-22 Mohit Raghavendra , Pravan Omprakash , B R Mukesh , Sowmya Kamath

With the emergence of the Internet-of-Things (IoT), there is a growing need for access control and data protection on low-power, pervasive devices. Biometric-based authentication is promising for IoT due to its convenient nature and lower…

密码学与安全 · 计算机科学 2018-03-28 Nima Karimian , Zimu Guo , Fatemeh Tehranipoor , Damon Woodard , Mark Tehranipoor , Domenic Forte

Face anonymization aims to protect sensitive identity information by altering faces while preserving visual realism and utility for downstream computer vision tasks. Current methods struggle to simultaneously ensure high image quality,…

计算机视觉与模式识别 · 计算机科学 2026-02-27 Pol Labarbarie , Vincent Itier , William Puech

Generally, privacy-enhancing face recognition systems are designed to offer permanent protection of face embeddings. Recently, so-called soft-biometric privacy-enhancement approaches have been introduced with the aim of canceling…

计算机视觉与模式识别 · 计算机科学 2023-10-05 Daile Osorio-Roig , Paul A. Gerlitz , Christian Rathgeb , Christoph Busch

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

Despite a variety of theoretical-sound techniques have been proposed for biometric template protection, there is rarely practical solution that guarantees non-invertibility, cancellability, non-linkability and performance simultaneously. In…

计算机视觉与模式识别 · 计算机科学 2016-07-26 Zhe Jin , Yen-Lung Lai , Andrew Beng Jin Teoh

Biometrics is the science and technology of measuring and analyzing biological data of human body, extracting a feature set from the acquired data, and comparing this set against to the template set in the database. Experimental studies…

人工智能 · 计算机科学 2010-11-30 K. Sasidhar , Vijaya L Kakulapati , Kolikipogu Ramakrishna , K. KailasaRao

Face morphing attacks compromise biometric security by creating document images that verify against multiple identities, posing significant risks from document issuance to border control. Differential Morphing Attack Detection (D-MAD)…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Raul Ismayilov , Luuk Spreeuwers

Cause of a rapid increase in technological development, increasing identity theft, consumer fraud, the threat to personal data is also increasing every day. Methods developed earlier to ensure personal the information from the thefts was…

计算机视觉与模式识别 · 计算机科学 2020-04-13 Sher Dadakhanov

Deformable templates are essential to large-scale medical image registration, segmentation, and population analysis. Current conventional and deep network-based methods for template construction use only regularized registration objectives…

计算机视觉与模式识别 · 计算机科学 2022-03-21 Neel Dey , Mengwei Ren , Adrian V. Dalca , Guido Gerig

A novel template matching algorithm that can incorporate the concept of deformable parts, is presented in this paper. Unlike the deformable part model (DPM) employed in object recognition, the proposed template-matching approach called…

计算机视觉与模式识别 · 计算机科学 2016-04-13 Hyungtae Lee , Heesung Kwon , Ryan M. Robinson , William D. Nothwang