Detection, Segmentation and Recognition of Face and its Features Using Neural Network

01/28/2017
by   Smriti Tikoo, et al.
0

Face detection and recognition has been prevalent with research scholars and diverse approaches have been incorporated till date to serve purpose. The rampant advent of biometric analysis systems, which may be full body scanners, or iris detection and recognition systems and the finger print recognition systems, and surveillance systems deployed for safety and security purposes have contributed to inclination towards same. Advances has been made with frontal view, lateral view of the face or using facial expressions such as anger, happiness and gloominess, still images and video image to be used for detection and recognition. This led to newer methods for face detection and recognition to be introduced in achieving accurate results and economically feasible and extremely secure. Techniques such as Principal Component analysis (PCA), Independent component analysis (ICA), Linear Discriminant Analysis (LDA), have been the predominant ones to be used. But with improvements needed in the previous approaches Neural Networks based recognition was like boon to the industry. It not only enhanced the recognition but also the efficiency of the process. Choosing Backpropagation as the learning method was clearly out of its efficiency to recognize nonlinear faces with an acceptance ratio of more than 90

READ FULL TEXT

page 2

page 5

research
05/07/2006

Recognition of expression variant faces using masked log-Gabor features and Principal Component Analysis

In this article we propose a method for the recognition of faces with di...
research
03/06/2022

Enhanced Face Recognition through Variation of Principal Component Analysis (PCA)

Face recognition, the art of matching a given face to a database of face...
research
11/25/2020

Face recognition using PCA integrated with Delaunay triangulation

Face Recognition is most used for biometric user authentication that ide...
research
03/12/2019

Discriminative Principal Component Analysis: A REVERSE THINKING

In this paper, we propose a novel approach named by Discriminative Princ...
research
05/25/2004

Computerized Face Detection and Recognition

This publication presents methods for face detection, analysis and recog...
research
11/17/2017

A Fusion-based Gender Recognition Method Using Facial Images

This paper proposes a fusion-based gender recognition method which uses ...

Please sign up or login with your details

Forgot password? Click here to reset