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Image Process."},{"key":"10.1016\/j.dsp.2020.102809_br0960","doi-asserted-by":"crossref","first-page":"1368","DOI":"10.1016\/j.patrec.2007.02.017","article-title":"Audio-visual person authentication using lip-motion from orientation maps","volume":"28","author":"Faraj","year":"2007","journal-title":"Pattern Recognit. Lett."},{"key":"10.1016\/j.dsp.2020.102809_br0970","series-title":"Proc. ACM Int. Conf. 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Soft Comput."},{"key":"10.1016\/j.dsp.2020.102809_br1030","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1016\/j.ins.2019.08.004","article-title":"Cross-resolution face recognition with pose variations via multilayer locality-constrained structural orthogonal procrustes regression","volume":"506","author":"Gao","year":"2020","journal-title":"Inf. Sci."},{"key":"10.1016\/j.dsp.2020.102809_br1040","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1109\/TSMCA.2007.909557","article-title":"The cas-peal large-scale Chinese face database and baseline evaluations","volume":"38","author":"Gao","year":"2008","journal-title":"IEEE Trans. Syst. Man Cybern., Part A, Syst. 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Image Process."},{"key":"10.1016\/j.dsp.2020.102809_br1070","author":"Georghiades"},{"key":"10.1016\/j.dsp.2020.102809_br1080","doi-asserted-by":"crossref","first-page":"643","DOI":"10.1109\/34.927464","article-title":"From few to many: illumination cone models for face recognition under variable lighting and pose","volume":"23","author":"Georghiades","year":"2001","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.dsp.2020.102809_br1090","series-title":"2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops","first-page":"102","article-title":"A comprehensive analysis of deep learning based representation for face recognition","author":"Ghazi","year":"2016"},{"key":"10.1016\/j.dsp.2020.102809_br1100","series-title":"International Workshop on Analysis and Modeling of Faces and Gestures","first-page":"255","article-title":"The CMU face in action (FIA) database","author":"Goh","year":"2005"},{"key":"10.1016\/j.dsp.2020.102809_br1110","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1109\/TSMCB.2007.908865","article-title":"Representation plurality and fusion for 3-d face recognition","volume":"38","author":"Gokberk","year":"2008","journal-title":"IEEE Trans. Syst. Man Cybern., Part B, Cybern."},{"key":"10.1016\/j.dsp.2020.102809_br1120","doi-asserted-by":"crossref","first-page":"857","DOI":"10.1016\/j.imavis.2006.02.009","article-title":"3d shape-based face representation and feature extraction for face recognition","volume":"24","author":"Gokberk","year":"2006","journal-title":"Image Vis. Comput."},{"key":"10.1016\/j.dsp.2020.102809_br1130","doi-asserted-by":"crossref","first-page":"2261","DOI":"10.1016\/S0042-6989(01)00097-9","article-title":"Bubbles: a technique to reveal the use of information in recognition tasks","volume":"41","author":"Gosselin","year":"2001","journal-title":"Vis. Res."},{"key":"10.1016\/j.dsp.2020.102809_br1140","series-title":"Face Recognition: From Theory to Applications","first-page":"446","article-title":"Characterizing virtual eigensignatures for general purpose face recognition","volume":"vol. 163","author":"Graham","year":"1998"},{"key":"10.1016\/j.dsp.2020.102809_br1150","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1049\/iet-bmt.2017.0083","article-title":"Strengths and weaknesses of deep learning models for face recognition against image degradations","volume":"7","author":"Grm","year":"2018","journal-title":"IET Biometrics"},{"key":"10.1016\/j.dsp.2020.102809_br1160","doi-asserted-by":"crossref","first-page":"807","DOI":"10.1016\/j.imavis.2009.08.002","article-title":"Multi-PIE","volume":"28","author":"Gross","year":"2010","journal-title":"Image Vis. 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Lett. Comput. Vis. Image Anal."},{"key":"10.1016\/j.dsp.2020.102809_br1260","doi-asserted-by":"crossref","first-page":"2818","DOI":"10.1016\/j.patcog.2009.02.011","article-title":"Combining appearance and motion for face and gender recognition from videos","volume":"42","author":"Hadid","year":"2009","journal-title":"Pattern Recognit."},{"key":"10.1016\/j.dsp.2020.102809_br1270","series-title":"Biometric ID Management and Multimodal Communication","article-title":"Manifold learning for video-to-video face recognition","volume":"vol. 5707","author":"Hadid","year":"2009"},{"key":"10.1016\/j.dsp.2020.102809_br1280","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/978-3-540-75690-3_1","article-title":"Learning personal specific facial dynamics for face recognition from videos","author":"Hadid","year":"2007"},{"key":"10.1016\/j.dsp.2020.102809_br1290","doi-asserted-by":"crossref","first-page":"970","DOI":"10.1109\/THMS.2017.2681425","article-title":"Dynamic texture comparison using derivative sparse representation: application to video-based face recognition","volume":"47","author":"Hajati","year":"2017","journal-title":"IEEE Trans. Human-Mach. Syst."},{"key":"10.1016\/j.dsp.2020.102809_br1300","series-title":"A Deformable Model for the Recognition of Human Faces Under Arbitrary Illumination","author":"Hallinan","year":"1995"},{"key":"10.1016\/j.dsp.2020.102809_br1310","series-title":"Proc. AAAI Conf. 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Inf. Process. Syst."},{"key":"10.1016\/j.dsp.2020.102809_br1580","series-title":"Introduction to Biometrics","author":"Jain","year":"2011"},{"key":"10.1016\/j.dsp.2020.102809_br1590","author":"Jain"},{"key":"10.1016\/j.dsp.2020.102809_br1600","doi-asserted-by":"crossref","first-page":"435","DOI":"10.1126\/science.1149656","article-title":"100% accuracy in automatic face recognition","volume":"319","author":"Jenkins","year":"2008","journal-title":"Science"},{"key":"10.1016\/j.dsp.2020.102809_br1610","series-title":"Audio- and Video-Based Biometric Person Authentication","first-page":"90","article-title":"Robust face detection using the Hausdorff distance","author":"Jesorsky","year":"2001"},{"key":"10.1016\/j.dsp.2020.102809_br1620","series-title":"2017 12th IEEE International Conference on Automatic Face Gesture Recognition","first-page":"650","article-title":"Face detection with the faster R-CNN","author":"Jiang","year":"2017"},{"key":"10.1016\/j.dsp.2020.102809_br1630","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.cviu.2017.08.008","article-title":"Face alignment in-the-wild: a survey","volume":"162","author":"Jin","year":"2017","journal-title":"Comput. 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Res."},{"key":"10.1016\/j.dsp.2020.102809_br1820","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1080\/713756764","article-title":"The role of movement in face recognition","volume":"4","author":"Knight","year":"1997","journal-title":"Vis. Cogn."},{"key":"10.1016\/j.dsp.2020.102809_br1830","doi-asserted-by":"crossref","first-page":"548","DOI":"10.1109\/TIFS.2007.902037","article-title":"Real-time face detection and motion analysis with application in \u201cliveness\u201d assessment","volume":"2","author":"Kollreider","year":"2007","journal-title":"IEEE Trans. Inf. 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