Computer Vision and the IoT-Based Intelligent Road Lane Detection System

Author:

Shashidhar R.1ORCID,Arunakumari B. N.2ORCID,Manjunath A. S.3,Ahuja Neelu Jyoti4,Hoang Vinh Truong5ORCID,Tran-Trung Kiet5ORCID,Belay Assaye6ORCID

Affiliation:

1. Department of Electronics and Communication Engineering, JSS Science and Technology University, Mysuru 570006, India

2. Department of Computer Science and Engineering, BMS Institute of Technology and Management, Bengaluru 560064, India

3. Department of Computer Applications, JSS Science and Technology University, Mysuru 570006, India

4. Department of Systemics, School of Computer Science, University of Petroleum & Energy Studies, Dehradun, India

5. Faculty of Computer Science, Ho Chi Minh City Open University, Vietnam, 97 Vo Van Tan, Ward Vo Thi Sau, District 3, Ho Chi Minh City 70000, Vietnam

6. Department of Statistics, Mizan-Tepi University, Tepi, Ethiopia

Abstract

Many technical improvements have recently been made in the field of road safety, as accidents have been increasing at an alarming rate, and one of the major causes of such accidents is a driver’s lack of attention. To lower the incidence of accidents and keep safe, technological innovations should be made. One way to accomplish this is with IoT-based lane detection systems, which function by recognizing the lane borders on the road and then prompting the turning of the road. Because of the various road conditions that one can encounter when driving, lane detection is a difficult problem. An image processing-based method for lane detection has been proposed in this paper. In this regard, each frame from the video is extracted and image processing techniques are applied for the detection of lanes. The frame which is extracted from the video is then subjected to a Gaussian filter for the removal of noise. Subsequently, color masking has been used to process the frame to detect only the road lanes, whose edges are obtained by applying the canny edge detection algorithm. Afterward, the Hough transform has been applied to the region of interest to extrapolate the lines. Finally, the path is plotted along the lines, and turns are predicted by using the concept of vanishing points.

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

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