TELKOMNIKA Telecommunication, Computing, Electronics and Control
PCA-based dimensionality reduction for face recognition
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
PCA-based dimensionality reduction for face recognition
PCA-based dimensionality reduction for face recognition
Subject
Data reduction
Dimensionality reduction
Eigen analysis
Face recognition
Principal component analysis
Dimensionality reduction
Eigen analysis
Face recognition
Principal component analysis
Description
In this paper, we conduct a comprehensive study on dimensionality reduction (DR)
techniques and discuss the mostly used statistical DR technique called principal com-
ponent analysis (PCA) in detail with a view to addressing the classical face recognition
problem. Therefore, we, more devotedly, propose a solution to either a typical face or
individual face recognition based on the principal components, which are constructed
using PCA on the face images. We simulate the proposed solution with several train-
ing and test sets of manually captured face images and also with the popular Olivetti
Research Laboratory (ORL) and Yale face databases. The performance measure of the
proposed face recognizer signifies its superiority.
techniques and discuss the mostly used statistical DR technique called principal com-
ponent analysis (PCA) in detail with a view to addressing the classical face recognition
problem. Therefore, we, more devotedly, propose a solution to either a typical face or
individual face recognition based on the principal components, which are constructed
using PCA on the face images. We simulate the proposed solution with several train-
ing and test sets of manually captured face images and also with the popular Olivetti
Research Laboratory (ORL) and Yale face databases. The performance measure of the
proposed face recognizer signifies its superiority.
Creator
Md. Abu Marjan, Md. Rashedul Islam, Md. Palash Uddin, Masud Ibn Afjal, Md. Al Mamun
Source
http://journal.uad.ac.id/index.php/TELKOMNIKA
Date
Mar 30, 2021
Contributor
peri irawan
Format
pdf
Language
english
Type
text
Files
Collection
Citation
Md. Abu Marjan, Md. Rashedul Islam, Md. Palash Uddin, Masud Ibn Afjal, Md. Al Mamun, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
PCA-based dimensionality reduction for face recognition,” Repository Horizon University Indonesia, accessed September 20, 2024, https://repository.horizon.ac.id/items/show/4211.
PCA-based dimensionality reduction for face recognition,” Repository Horizon University Indonesia, accessed September 20, 2024, https://repository.horizon.ac.id/items/show/4211.