DeepVeil: deep learning for identification of face, gender, expression recognition under veiled conditions

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dc.contributor.authorHassanat, Ahmad B. A.
dc.contributor.authorAlbustanji, Abeer Ahmad
dc.contributor.authorTarawneh, Ahmad S.
dc.contributor.authorAlrashidi, Malek
dc.contributor.authorAlharbi, Hani
dc.contributor.authorAlanazi, Mohammed
dc.contributor.authorAlghamdi, Mansoor
dc.contributor.authorAlkhazi, Ibrahim S.
dc.contributor.authorSurya Prasath, V. B.
dc.date.accessioned2022-11-09T15:15:41Z
dc.date.available2022-11-09T15:15:41Z
dc.date.issued2022-08-05
dc.description.abstractBiometric recognition based on the full face is an extensive research area. However, using only partially visible faces, such as in the case of veiled-persons, is a challenging task. Deep convolutional neural network (CNN) is used in this work to extract the features from veiled-person face images. We found that the sixth and the seventh fully connected layers, FC6 and FC7 respectively, in the structure of the VGG19 network provide robust features with each of these two layers containing 4,096 features. The main objective of this work is to test the ability of deep learning-based automated computer system to identify not only persons, but also to perform recognition of gender, age, and facial expressions such as eye smile. Our experimental results indicate that we obtain high accuracy for all the tasks. The best recorded accuracy values are up to 99.95% for identifying persons, 99.9% for gender recognition, 99.9% for age recognition and 80.9% for facial expression (eye smile) recognition.en_UK
dc.identifier.citationHassanat ABA, Albustanji AA, Tarawneh AS, et al., (2022) DeepVeil: deep learning for identification of face, gender, expression recognition under veiled conditions. International Journal of Biometrics, Volume 14, Issue 3/4, July 2022, pp. 453-480en_UK
dc.identifier.issn1755-8301
dc.identifier.urihttps://doi.org/10.1504/IJBM.2022.10048981
dc.identifier.urihttps://dspace.lib.cranfield.ac.uk/handle/1826/18695
dc.language.isoenen_UK
dc.publisherInderscienceen_UK
dc.rightsAttribution-NonCommercial 4.0 International*
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/*
dc.subjectveiled-face recognitionen_UK
dc.subjectdeep learningen_UK
dc.subjectconvolutional neural networksen_UK
dc.subjectage recognitionen_UK
dc.subjectfacial expression recognitionen_UK
dc.subjectFERen_UK
dc.subjecteye smile recognitionen_UK
dc.titleDeepVeil: deep learning for identification of face, gender, expression recognition under veiled conditionsen_UK
dc.typeArticleen_UK

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