A Study on Real Time Face Recognition Using Feature Based Image Processing Frameworks

8 Pages Posted: 14 Jun 2019

See all articles by Kushagra Bisaria

Kushagra Bisaria

Manipal University Jaipur

Deepak Sinwar

Manipal University Jaipur

Manoj Kumar Sharma

Manipal University Jaipur

Date Written: April 18, 2019

Abstract

Face recognition systems are models to recognize human faces on the basis of some computation methods. There are lots of applications (Attendance systems, Criminal identifications, Surveillance systems, Human Computer Interfaces etc.) of such systems. This paper aims to build a system which is capable of providing the user with the ability to first create an image database by face detection and feature extraction, and then this database can be used to perform face recognition by comparing the input image (obtained through live video streaming) with the images stored during the training phase. This method used Viola-Jones algorithm for face detection (to create the training set), and Principal Component Analysis (PCA) for face recognition. We have created our own dataset for validating this automatic face recognition system. Experimental work of proposed method under identical physical conditions on our dataset gives 82% accuracy of face recognition.

Suggested Citation

Bisaria, Kushagra and Sinwar, Deepak and Sharma, Manoj Kumar, A Study on Real Time Face Recognition Using Feature Based Image Processing Frameworks (April 18, 2019). Proceedings of International Conference on Sustainable Computing in Science, Technology and Management (SUSCOM), Amity University Rajasthan, Jaipur - India, February 26-28, 2019. Available at SSRN: https://ssrn.com/abstract=3374250 or http://dx.doi.org/10.2139/ssrn.3374250

Kushagra Bisaria (Contact Author)

Manipal University Jaipur ( email )

Dehmi Kalan,
Near GVK Toll Plaza, Jaipur-Ajmer Exp
Jaipur, RI Rajasthan 303007
India

Deepak Sinwar

Manipal University Jaipur ( email )

Dehmi Kalan,
Near GVK Toll Plaza, Jaipur-Ajmer Exp
Jaipur, RI Rajasthan 303007
India

Manoj Kumar Sharma

Manipal University Jaipur ( email )

Dehmi Kalan,
Near GVK Toll Plaza, Jaipur-Ajmer Exp
Jaipur, RI Rajasthan 303007
India

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