2014 · 89 citations · 54 references
Open access
ComputingComputer ScienceCybersecurityAuthenticationComputer SecurityComputer VisionBiometric AuthenticationFace RecognitionPattern RecognitionPrincipal Component AnalysisFace IdentificationFace Perception Under OcclusionFace Recognition AuthenticationFace VerificationIndependent Component AnalysisIris RecognitionNon-negative Matrix FactorizationOccluded Face Recognition
Abstract: Systems that rely on Face Recognition (FR) biometric have gained great importance ever since terrorist threats imposed weakness among the implemented security systems. Other biometrics i.e., fingerprints or iris recognition is not trustworthy in such situations whereas FR is considered as a fine compromise. This survey illustrates different FR practices that laid foundations on the issue of partial occlusion dilemma where faces are disguised to cheat the security system. Occlusion refers to facade of the face image which can be due to sunglasses, hair or wrapping of facial image by scarf or other accessories. Efforts on FR in controlled settings have been in the picture for past several years; however identification under uncontrolled conditions like illumination, expression and partial occlusion is quite a matter of concern. Based on literature a classification is made in this paper to solve the recognition of face in the presence of partial occlusion. These methods are named as part based methods that make use of Principal Component Analysis (PCA), Linear Discriminate
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