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Image-Based Face Detection and Recognition

Gaurav Maggu

2021International Journal for Modern Trends in Science and Technology33 citationsDOIOpen Access PDF

Abstract

Face recognition from image or video is a popular topic in biometrics research. Many public places usually have surveillance cameras for video capture and these cameras have their significant value for security purpose. It is widely acknowledgedthatthefacerecognitionhaveplayedanimportant role in surveillance system as it doesn’t need the object’s cooperation. The actual advantages of face based identification over other biometrics are uniqueness and acceptance. As human face is a dynamic object having high degree of variability in its appearance, that makes face detection a difficult problem in computer vision. In this field, accuracy and speed of identification is a mainissue. The goal of this paper is to evaluate various face detection and recognition methods, provide complete solution for image based face detection and recognition with higher accuracy, better response rate as an initial step for video surveillance. Solution is proposed based on performed tests on various face rich databases in terms of subjects, pose, emotions, race andlight.

Topics & Concepts

BiometricsComputer scienceArtificial intelligenceObject-class detectionComputer visionFacial recognition systemThree-dimensional face recognitionFace Recognition Grand ChallengeFace (sociological concept)Face detectionIdentification (biology)3D single-object recognitionObject (grammar)Field (mathematics)Object detectionCognitive neuroscience of visual object recognitionPattern recognition (psychology)MathematicsPure mathematicsSociologySocial scienceBiologyBotanyFace recognition and analysisFace and Expression RecognitionBiometric Identification and Security
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