COMPARATIVE ANALYSIS OF APPEARANCE-BASED FEATURE EXTRACTION TECHNIQUES IN FACE RECOGNITION: PROPOSED STUDY
Journal Title: Scientific Bulletin, Series: Electronics and Computer Science - Year 2018, Vol 18, Issue 2
Abstract
The necessary step that must be considered in developing efficient face recognition is feature extraction. The recognition accuracy of a face is determined by the amount of measurable and relevant features extracted from the face image. A number of feature extraction methods in appearance-based technique such as commonly used linear subspace techniques: Linear Discriminant Analysis (LDA), Locality Preserving Projections (LPP) Independent Component Analysis (ICA) and Principal Component Analysis (PCA) have been used in face recognition. The focus of this paper is to conduct comparative analysis on three appearance-based feature extraction algorithms: Linear Discriminant Analysis, Locality Preserving Projections and Principal Component Analysis by applying Contrast Limited Adaptive Histogram Equalization (CLAHE) approach to further know the influence on the performance of face recognition system.
Authors and Affiliations
Abimbola Ganiyat AKINTOLA, Abdul-hafiz Taiwo ONIYANGI, Muhammed Besiru JIBRIN
Keywords
Related Articles
- EP ID EP585108
- DOI -
- Views 70
- Downloads 0
SPECIAL COMPUTING AND COMMUNICATIONS SOLUTIONS FOR COMMAND AND CONTROL CENTERS AND CRITICAL INFRASTRUCTURES
The Command and Control Centre is the core of many systems, form industrial applications to public services, transports and even emergency operators. The infrastructures in any organisation, form a small business up to m...
A JAVA CLIENT SERVER APPLICATION FOR BUILDING BALANCED GROUPS
In this paper is described the way in which we can build balanced groups , each group being approximatelly equal (from the point of view of fulfilling certain criteria) with all other groups that can be formed from a pop...
REDUCE OF POLLUTION CAUSED BY TRAFFIC USING INTELLIGENT TRANSPORT SYSTEMS
Intelligent transport systems (ITS) are in a continuous development that has been greatly accelerated in the last years by the advance of the information technology. With this progress ITS begun to concern more about asp...
SYSTEM FOR MONITORING A FLEET OF ANDROID DEVICES USING TWO WAY MESSAGE QUEUING
This paper describes the design and implementation of a system that is able to monitor a fleet of vehicles. Rabbit MQ is used to send data between devices and the server. Tests are made to determine the problems of such...
STUDY OF POWER QUALITY IMPROVEMENT. FILTERS
This paper is intended to present the study of power quality improvement based on performance evaluation of some kind of filters. An experimental model based on Compact Fluorescent Lamps in an electrical wiring Power Fil...