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 76
- Downloads 0
TEACHING METHODOLOGY
All social and human activities, and therefore teaching, to be made at higher levels of quality, performance and efficiency, involve organization and projection.
EXAMPLE ARCHITECTURE FOR AN INTERURBAN TRAFFIC MANAGEMENT SYSTEM
The paper presents considerations regarding the architecture for an inter-urban traffic management system, describing all the main components: the functional architecture, the physical architecture and the communication...
A HIGH CAPACITIVE EMD TECHNIQUE FOR WET IMAGE
Exploiting Modification Direction (EMD) is a technique to hide secret data into digital images whereas wet paper coding is a technique for hiding data into specific pixels called dry pixels. In our scheme, we combined bo...
THEORETICAL AND NUMERICAL ASPECTS CONCERNING MAGNETIC FORCE COMPUTATION FOR DC SOLENOIDAL ACTUATORS
The paper is intended to describe the usage of Comsol Multiphysics finite element software for teaching modeling and simulation of a DC actuator. In order to evaluate the magnetic flux distribution for different plunger...
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...