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FaceQvec: Vector Quality Assessment for Face Biometrics based on ISO Compliance [article]

Javier Hernandez-Ortega, Julian Fierrez, Luis F. Gomez, Aythami Morales, Jose Luis Gonzalez-de-Suso, Francisco Zamora-Martinez
2021 arXiv   pre-print
In this paper we develop FaceQvec, a software component for estimating the conformity of facial images with each of the points contemplated in the ISO/IEC 19794-5, a quality standard that defines general  ...  The evaluation results demonstrate the accuracy of the individual tests for checking compliance with ISO/IEC 19794-5. FaceQvec is available online (https://github.com/uam-biometrics/FaceQvec).  ...  In this paper we: i) present FaceQvec, a new face quality assessment software based on a collection of 25 individual tests designed to check image compliance with the ISO/IEC 19794-5 standard, ii) include  ... 
arXiv:2111.02078v1 fatcat:ahqiht72hnfjlm3cvqwdru67uu

Biometric Quality: Review and Application to Face Recognition with FaceQnet [article]

Javier Hernandez-Ortega, Javier Galbally, Julian Fierrez, Laurent Beslay
2021 arXiv   pre-print
FaceQnet is a novel open-source face quality assessment tool, inspired and powered by deep learning technology, which assigns a scalar quality measure to facial images, as prediction of their recognition  ...  After a gentle introduction to the general topic of biometric quality and a review of past efforts in face quality metrics, in the present work, we address the need for better face quality metrics by developing  ...  This technical report is based on the ISO/IEC 19794-5:2005 and ISO/IEC 19794-5:2011 [28] , and is now part of the ISO/IEC 39794-5 [29] .  ... 
arXiv:2006.03298v3 fatcat:nyh43d4hwrdmdoeuyo4rlghojq

Face Image Quality Assessment: A Literature Survey [article]

Torsten Schlett, Christian Rathgeb, Olaf Henniger, Javier Galbally, Julian Fierrez, Christoph Busch
2021 arXiv   pre-print
Besides image selection, face image quality assessment can also be used in a variety of other application scenarios, which are discussed herein.  ...  This survey provides an overview of the face image quality assessment literature, which predominantly focuses on visible wavelength face image input.  ...  [17] introduced the "BioLab-ICAO" framework for ISO/ICAO-compliance assessment, comprising a database, a testing protocol, and a set of 30 FIQAAs for requirements derived from ISO/IEC 19794-5:2005  ... 
arXiv:2009.01103v3 fatcat:ilhbi4vwgfg3ld2wynty5aqjzq

Face Image Quality Assessment: A Literature Survey

Torsten Schlett, Christian Rathgeb, Olaf Henniger, Javier Galbally, Julian Fierrez, Christoph Busch
2022 ACM Computing Surveys  
Besides image selection, face image quality assessment can also be used in a variety of other application scenarios, which are discussed herein.  ...  This survey provides an overview of the face image quality assessment literature, which predominantly focuses on visible wavelength face image input.  ...  -5:2011 [86] , ISO/IEC 19794-5:2005 [160] and ICAO Doc 9303 [159] .  ... 
doi:10.1145/3507901 fatcat:xvs67qamgbbdtjydzekinnq62u