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Fellow, IEEE and IAPR Computer Vision and Image Processing Laboratory, University of Louisville, USA
*Corresponding author:Aly A Farag, Fellow, IEEE and IAPR Computer Vision and Image Processing Laboratory, University of Louisville, Louisville, KY, USA 40292
Submission: April 07, 2020; Published: June 02, 2021
This paper describes a generalized representation for face recognition in the wild using still and video imaging, addressing unconstrained recognition under A-PIE effects. The proposed representation uses images and video frames for generating the facial signatures for face recognition. The representation allows for inclusion of all video frames in generating the facial signature and is also amenable to “best frames” selection and “intelligent priors” about facial regions in the image/video. The representation includes dual optimization for signature extraction and signature matching over large gallery manifolds. It is modular and amenable to deployment on distributed systems, smart phones and on the cloud. Results, in a Face Recognition at a Distance (FRAD) setup, for detection of faces under severe occlusion, pose-invariant face detection and recognition, on databases created by high resolution camera (Canon 7D: 18MP) and iPhone 4 low-resolution camera (5MP), give credence to the proposed representation.
Keywords: Face recognition in the wild; Selective Part Model (SPM); Gallery manifolds; Pose-invariance; Illumination models; Deep learning; Feature selection; Matching
Ph.D in Agriculture from Faculty of Agriculture, Tohoku University
Research Professor, PhD, Holistic Research Institute
Professor, Chief Doctor, Director of Department of Pediatric Surgery, Associate Director of Department of Surgery, Doctoral Supervisor Tongji hospital, Tongji medical college, Huazhong University of Science and Technology
Senior Research Engineer and Professor, Center for Refining and Petrochemicals, Research Institute, King Fahd University of Petroleum and Minerals (KFUPM), Dhahran, Saudi Arabia
Fellow of International Agency for Standards and Ratings (IASR), Edith Cowan University, Sarich Neuroscience Research Institute
Chancellor Emeritus / Professor Emeritus of Chemistry and Physics, University of Missouri–St. Louis
Ph.D in Science from the Federal University of Alagoas, UFAL, Brazil
Assistant Professor in College of Architecture, Art and Design
Interim Dean, College of Education and Health Sciences, Director of Biomechanics Laboratory, Sport Science Innovation Program, Bridgewater State University
Wenzhou Medical University, China
Fooyin University, Taiwan
Saglik Bilimleri University, Turkey
Vincent Pol University, Poland
National Defence University of Malaysia, Malaysia
Dogus University, Turkey
Hope College, USA
Russian Academy of Sciences, Russia
Southern Cross University, Australia
Umm Al-Qura University, Saudi Arabia
City University of New York, USA
Khalifa University of Science & Technology, United Arab Emirates
Hebei Normal University, China
Alexandria University, Egypt
Indian Institute of Technology Kharagpur, India
Council for Agriculture Research and Analysis of Agri Economy (CREA), Italy
King Fahd University of Petroleum and Minerals, Saudi Arabia
King Abdulaziz University, Saudi Arabia
University of Oregon, USA
University of Edinburgh, Scotland
University of Tennessee, USA
Central University of Venezuela, Venezuela
Islamic Azad University Central Tehran Branch, Iran
Tourin University, Italy
Teaching & Public Speaking, Spain
Paeditric Hospital "Giovanni XXIII", Italy
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Universidad Miguel Hernández de Elche, Spain
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Beijing Normal University, China
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Edith Cowan University, Australia
Dubai Health Authority, UAE
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Indian Institute of Technology Kharagpur, India
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National Center for Global Health and Medicine, Japan
Molloy College, USA
Federal University of Piauí, Brazil
Krankenhaus Nordwest Hospital, Germany
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Cinvestav-Unidad Saltillo, Mexico
UPMC Hamot Neuroscience Institute, USA
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Institute of Solid State Physics of RAS, Russia
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Mansoura University, Egypt
King Saud University, Saudi Arabia
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