Driving Alert System through feature extraction on facial images using neural network classifier
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2016, Vol 4, Issue 12
Abstract
Any person driving for a long period of time without taking rest causes them to be weary. This driving alert system alerts the driver from causing accidents. It uses Radial Basis Function neural network (RBFNN) for classifying the drivers’ facial expression. This approach extracts the features from facial characteristics points (FCP) of face images. Nearly,19 FCP are selected from the face image at variable lighting condition .The state of the eye is detected by processing frontal or side views of the face image taken by a camera mounted in the car and then automatically trained using a cross correlation based optical flow method. Forty eight features are extracted from the FCP based on openness and closeness of eye, width of mouth. The input features are then categorized into normal, anger and drowsiness expression. The performance is evaluated in terms of recognition rate of RBFNN classifier.
Authors and Affiliations
V. Ezhilarasi, N. Srinivasan, M. Kavitha
Keywords
Related Articles
- EP ID EP22955
- DOI -
- Views 200
- Downloads 3
Design and Development of Tuned Vibration Absorber to Control Vibrations of Stirrer Machine
Stirrer machines are found large applications in the chemical / paint industries for the homogeneous mixing of chemicals. The vertical spindle of the stirrer on which the cutter mounted is used to stirrer the highly vis...
Feature Based Opinion Analysis of Chinese Mobile Reviews
Sentiment analysis also termed as opinion mining is a systematic process to identifying quantifying and subjective information. This domain mainly focus on the on-line reviews and different user generated content is a v...
Performance Of A Urea SCR System Combined With Variable Injection Timings Of A Diesel Engine To Reduce NOx Emissions
The control of emissions in internal combustion engines can be achieved either by controlling combustion or by treating the exhaust gas. The latter was comparatively easy since there is less or no need to modify the eng...
An Expert System for Dynamic Resource Allocation in Hybrid Cloud Computing with the Specification of Proactive Workload Management
Cloud computing is a large-scale distributed computing. It offers a pool of computing resources to users via the Internet. Cloud provide various services to the user such as storage, software and platform. In cloud comp...
Path Based Test Suite Augmentation using Artificial Bee Colony Algorithm
Regression testing is the activity of retesting a program that ensures that no new bugs are generated into the previously tested code. This activity involves selecting a few test cases from the test suite that exercise...