Face Recognition using Radial Basis Neural Network
Journal Title: IOSR Journals (IOSR Journal of Computer Engineering) - Year 2015, Vol 17, Issue 5
Abstract
Abstract: In this paper, we propose four techniques for extraction of facial features namely PCA, LDA, KPCA and KFA. The purpose of face feature extraction is to capture certain discriminative features that are unique for a person. In the previous works that uses PCA for face feature extraction involves merging the features and reducing the dimensions that results in some information loss. To overcome this problem, in the first method we used PCA for face feature extraction, LDA for making class labels and NN with RBF for face recognition. Similarly we used the three more techniques namely LDA, KPCA and KFA for face feature extraction and then NN with RBF for face recognition. The proposed method is tested on the ORL database
Authors and Affiliations
Vijayata Jindal
Keywords
Related Articles
- EP ID EP143196
- DOI -
- Views 80
- Downloads 0
Performance Optimization in Gang Scheduling In Cloud Computing
Cloud computing is a latest new computing paradigm where applications, data and IT services are provided over the Internet. The Job Scheduling is the key role in cloud computing systems. One technique is to use g...
Medial Axis Transformation based Skeletonzation of Image Patterns using Image Processing Techniques
he medial axis of an image pattern is the loci of all inscribed disks that touch two or more boundary points without crossing any of the boundaries. The medial axis transform (MAT) is a powerful representatio...
Heart Disease Detection using EKSTRAP Clustering with Statistical and Distance based Classifiers
Abstract : The heart is the most important organ in the human body which pumps blood to various parts of the body. If there is inefficient circulation of blood in body organs like brain will suffer. If heart stops pumpin...
Fake Reviewer Groups’ Detection System
We have the cyber space occupied with most of the opinions, comments and reviews. We also see the use of opinions in decision making process of many organizations. Not only organizations use these reviews but&...
Privacy Preservation by Using AMDSRRC for Hiding Highly Sensitive Association Rule
Abstract: Researchers are needed for settling on the choice of information mining. In any case a few associations to help with some external counsellor for the procedure of information mining on the grounds that th...