Physiological Measure of Drowsiness Using Image Processing Technique
Journal Title: International Journal for Research in Applied Science and Engineering Technology (IJRASET) - Year 2016, Vol 4, Issue 7
Abstract
Every year, most of the accidents occur due to drowsiness of drivers which cause severe casualties. Drowsiness reduces the perception level and decision making capability of the driver which negatively affect the ability of the driver to control the vehicle. Proper attention must be paid towards reducing the accidents that occur due to driver drowsiness. Monitoring driver behavior is one of the best ways to prevent fatal accidents. Proposed model detects drowsiness condition of driver by analyzing his eye blink rate and yawning state. The shape and appearance feature to detect eye blink and yawning state is extracted using Histogram of Oriented Gradient (HOG) feature from detected face. Linear Support Vector Machine (SVM) is employed for classification in two stages. In the first stage, classifier is employed for eye blink detection and in the second stage the classifier is employed for yawning detection. The proposed work is implemented using MATLAB 2015a and detection rate was found to be 93%. The use of HOG feature for drowsiness detection makes the system robust to age, gender, small pose variations and real time implementation is made much easier.
Authors and Affiliations
Naveen Kumar H N, Dr. Jagadeesha S
Keywords
Related Articles
- EP ID EP22411
- DOI -
- Views 171
- Downloads 4
An Error Reduction Hybrid for Achieving Near to Exact Classification Using KSTAR and IBK Classifier
The data mining which is the source of the all the discovery of knowledge, classification always play a vital role and it really means, so without proper classification it is impossible to find the proper accuracy, so t...
A Distributed Generation Based Inverters for Optimal Decentralized Voltage Control in Distribution Systems using Fuzzy Logic Controller
In recent times, the penetration of Distributed Generation (DG) has been increasing rapidly. This growth of distributed electricity supply of renewable energy sources (RES) so called distributed generation (DG) can caus...
Facial Expression Detection using Correlation in Image Processing
Emotion intelligence in human computer interaction is increasing day by day. Human easily detect emotion can see as they are associated with mood, temperament, personality and disposition but for computer its difficult...
Investigation and Analysis in Engine Piston Rod Material
In engine, piston is an important element which is considered as the main working part. So it is important to be technical in selecting materials which are used to manufacture a piston. As it the main working part in th...
Implementation of an Efficient Way of Broadcasting Response Message to Help Demanding Vehicle in VANET
VANET is very demanding area of research in these days. In this paper, we identify that when an emergency condition occurred at any location on the road, then emergency support take time to reach emergency location due...