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The Effect of Wearing a Mask on Face Recognition Performance: an Exploratory Study

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dc.contributor.authorDamer, Naser
dc.contributor.authorGrebe, Jonas Henry
dc.contributor.authorChen, Cong
dc.contributor.authorBoutros, Fadi
dc.contributor.authorKirchbuchner, Florian
dc.contributor.authorKuijper, Arjan
dc.contributor.editorBrömme, Arslan
dc.contributor.editorBusch, Christoph
dc.contributor.editorDantcheva, Antitza
dc.contributor.editorRaja, Kiran
dc.contributor.editorRathgeb, Christian
dc.contributor.editorUhl, Andreas
dc.date.accessioned2020-09-16T08:25:42Z
dc.date.available2020-09-16T08:25:42Z
dc.date.issued2020
dc.description.abstractFace recognition has become essential in our daily lives as a convenient and contactless method of accurate identity verification. Process such as identity verification at automatic border control gates or the secure login to electronic devices are increasingly dependant on such technologies. The recent COVID-19 pandemic have increased the value of hygienic and contactless identity verification. However, the pandemic led to the wide use of face masks, essential to keep the pandemic under control. The effect of wearing a mask on face recognition in a collaborative environment is currently sensitive yet understudied issue. We address that by presenting a specifically collected database containing three session, each with three different capture instructions, to simulate realistic use cases.We further study the effect of masked face probes on the behaviour of three top-performing face recognition systems, two academic solutions and one commercial off-the-shelf (COTS) system.en
dc.identifier.isbn978-3-88579-700-5
dc.identifier.pissn1617-5468
dc.identifier.urihttps://dl.gi.de/handle/20.500.12116/34316
dc.language.isoen
dc.publisherGesellschaft für Informatik e.V.
dc.relation.ispartofBIOSIG 2020 - Proceedings of the 19th International Conference of the Biometrics Special Interest Group
dc.relation.ispartofseriesLecture Notes in Informatics (LNI) - Proceedings, Volume P-306
dc.subjectFace recognition
dc.subjectCOVID-19
dc.subjectmasked face recognition
dc.titleThe Effect of Wearing a Mask on Face Recognition Performance: an Exploratory Studyen
dc.typeText/Conference Paper
gi.citation.endPage10
gi.citation.publisherPlaceBonn
gi.citation.startPage1
gi.conference.date16.-18. September 2020
gi.conference.locationInternational Digital Conference
gi.conference.sessiontitleRegular Research Papers

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P306 - BIOSIG 2020 - Proceedings of the 19th International Conference of the Biometrics Special Interest Group