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Facial recognition using Haar cascade and LBP classifiers

Anirudha B Shetty, Bhoomika Bhoomika, Deeksha Deeksha, Jeevan Rebeiro, Ramyashree Ramyashree

2021Global Transitions Proceedings126 citationsDOIOpen Access PDF

Abstract

Facial Recognition is the biometric technique used in face detection. The task for validating or recognizing a face from the multi-media photographs is done using facial recognition technique. With the evolution of advanced society the requirement for face identification has been really important. Detection and identification of faces has been grown worldwide. It owes the demand for security such as authorization, national safety and other vital circumstances. There are number of algorithms for facial detection. This paper aspires to present the comparison of two face recognition techniques Haar Cascade and Local Binary Pattern edified for the classification. As a result the accuracy of Haar Cascade is more than the Local Binary Pattern but the execution time in Haar Cascade is more than Local Binary Pattern.

Topics & Concepts

Local binary patternsHaar-like featuresArtificial intelligenceCascadeComputer sciencePattern recognition (psychology)BiometricsFace detectionFacial recognition systemFace (sociological concept)HaarIdentification (biology)Three-dimensional face recognitionComputer visionAuthorizationBinary classificationSupport vector machineImage (mathematics)Computer securityEngineeringHistogramSociologyChemical engineeringWaveletBotanyBiologySocial scienceFace and Expression RecognitionFace recognition and analysisIoT-based Smart Home Systems
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