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 87
- Downloads 0
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...
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...
TEACHING ARDUINO PROGRAMMING AT HIGH SCHOOL LEVEL
Developing the programming skills for the high school pupils in the Romanian educational system is mostly a theoretical issue, with very little applications to real hardware systems. This can be in some cases an issue a...
A METHOD FOR TRANSLATING PSEUDOCODE TO HDL VIA FINITE AUTOMATA
While combinatorial logic circuit design methods are very easy to understand and automate, sequential logic circuit design is difficult for those that are new to the field. Textbooks focus on translating graphs into logi...
SOFTWARE APPLICATION FOR MANAGING STUDENTS ADMISSION TO THE UNIVERSITY
The paper presents all the steps for designing and implementing a software application for students’ registration and matriculation and their allocation to a faculty depending on their chosen options. The system is compo...