OCCLUSION VERIFICATION IN FACE DETECTION AND AGE ESTIMATION USING LOCAL BINARY PATTERN AND DTOD CLASSIFIER USING MORPH DATASET
Journal Title: Indian Journal of Computer Science and Engineering - Year 2013, Vol 4, Issue 1
Abstract
The purpose of this research work is focused on occlusion conditions in the face like wearing sunglasses and scarf in the eyes and mouth positions of the facial image. The proposed work has three stages. The first stage was based on Decision Tree Induction C5.0 algorithm to classify the occluded part and non occluded part in the facial image. The Second stage was face verification using Local Binary Pattern method. The third stage carried out the estimation of human age using Back Propagation Neural Network. The results of the proposed work having high accuracy of identification of face using decision tree and local binary pattern method using non occluded part of the facial image as the feature. Also the age can be identified using Back Propagation Neural Network algorithm using winkles as a feature and the gender can be classified using the Posteriori and Priori probability values. Compared to the existing work the occluded part was efficiently classified using Decision Tree method and the age can be classified into minimum age intervals like 0-2, 3-5, 6- 9 instead of 0-9 in the existing work.
Authors and Affiliations
P. Karthigayani , Dr. S. Sridhar
Keywords
Related Articles
- EP ID EP140893
- DOI -
- Views 166
- Downloads 0
A SECURITY FRAMEWORK FOR AN ENTERPRISE SYSTEM ON CLOUD
Enterprise systems provide integrated information for all activities in an organization. These systems serve as a vital asset to any organization and hence it becomes mandatory to ensure their security. Information secur...
ARTIFICIAL NEURAL NETWORK BASED DISCRIMINATION OF MINELIKE OBJECTS IN INFRARED IMAGES
An artificial neural network (ANN) model with a simple architecture containing a single hidden layer is presented to discriminate the landmine objects from the acquired infrared images. The proposed method consists of pr...
Numerical Simulation of one dimensional Heat Equation: B-Spline Finite Element Method
The comprehensive numerical study has been made here for the solution of One dimensional heat equation the Finite Element method is adopted for the solution with B-spline basis function the important finding of the prese...
ANFIS IN THE CHARACTERIZATION OF FIBROSIS AND CARCINOMA USING LUNG CT IMAGES
The diagnosis of tuberculosis and lung cancer is difficult, as symptoms of both diseases are similar. Due to high TB prevalence and radiological similarities, a large number of lung cancer patients initially get wrongly...
Design of JK Flip-Flop using MODFET Technology
The pertinent choice of flip-flop topologies is an essential importance in the design of VLSI integrated circuits for high speed and high performance MODFET circuits. Understanding the suitability of flipflops and select...