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  Published Paper Details:

  Paper Title

A HYBRID CLASSIFIER FOR FAST AND EFFICIANT FACE RECOGNITION USING LBP ALGORITHMS

  Authors

  Mr. Abhishek Kumar Agrahari,  Priya Chauhan,  Vikas Gupta

  Keywords

Face Recognition, High accuracy using hybrid classifier SVM+RF, Local binary patterns (LBPs) for Feature Extraction.

  Abstract


This paper introduces a novel hybrid classifier designed to achieve rapid and efficient face recognition by leveraging Local Binary Pattern (LBP) algorithms. Our proposed approach capitalizes on the strengths of LBP-based feature extraction methods while incorporating different classifiers, such as Support Vector Machine (SVM) and Random Forest (RF), to enhance recognition performance. The process involves extracting LBP features from the input face image, which are then utilized as input to the classifiers. By combining these elements, our hybrid classifier achieves high accuracy in face recognition while significantly reducing computational complexity and processing time compared to traditional LBP-based methods. To validate the effectiveness of our approach, we conducted experiments on publicly available face recognition datasets. The experimental results confirm the superiority of our hybrid classifier, making it a suitable choice for real-time face recognition applications.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2307661

  Paper ID - 241650

  Page Number(s) - f637-f646

  Pubished in - Volume 11 | Issue 7 | July 2023

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Mr. Abhishek Kumar Agrahari,  Priya Chauhan,  Vikas Gupta,   "A HYBRID CLASSIFIER FOR FAST AND EFFICIANT FACE RECOGNITION USING LBP ALGORITHMS", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.11, Issue 7, pp.f637-f646, July 2023, Available at :http://www.ijcrt.org/papers/IJCRT2307661.pdf

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ISSN: 2320-2882
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Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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