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  Published Paper Details:

  Paper Title

A METHOD OF PARTIAL FACE RECOGNITION USING LDA AND BACK PROPAGATION NEURAL NETWORK

  Authors

  Savita Bairagi,  Hemant Gupta,  Ashok Panwar,  Bhavana Panwar

  Keywords

MLP, neural network, LDA, face recognition, multi-pose recognition.

  Abstract


The face recognition is a classical research domain, a number of research contributions are available by different contributors. Beyond their key contributions the proposed work is aimed to design a new recognition model that can work on incomplete data or information of face to recognize the target person. Additionally the work also indented to find pose recognition too. Both the issues are lead to increase the rate of misclassification or recognition during the face recognition. Thus the proposed work is proposing a LDA and MLP based face recognition to mitigate the issues of face recognition task. The proposed working model including the LDA based feature selection technique. The LDA (Linear Discriminant Analysis) is technique that is also used for dimensionality reduction additionally to compute a common projection in a higher dimensional space. Further the LDA based pose features are trained using the MLP (Multi Layer Perceptron). The MLP is a feed forward neural network and work for optimal classification outcomes. After training the model is tested on a test dataset. The experimental results demonstrate the effective performance in terms of accuracy as well as the method shows less resource consumption in terms of memory and time.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2010269

  Paper ID - 199697

  Page Number(s) - 2029-2036

  Pubished in - Volume 8 | Issue 10 | October 2020

  DOI (Digital Object Identifier) -    http://doi.one/10.1729/Journal.24838

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

  E-ISSN Number - 2320-2882

  Cite this article

  Savita Bairagi,  Hemant Gupta,  Ashok Panwar,  Bhavana Panwar,   "A METHOD OF PARTIAL FACE RECOGNITION USING LDA AND BACK PROPAGATION NEURAL NETWORK", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.8, Issue 10, pp.2029-2036, October 2020, Available at :http://www.ijcrt.org/papers/IJCRT2010269.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


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