DocumentCode :
166448
Title :
Automatic hump detection and 3D view generation from a single road image
Author :
Geetha Kiran, A. ; Murali, S.
Author_Institution :
Dept. of Comput. Sci. & Eng., Malnad Coll. of Eng., Hassan, India
fYear :
2014
fDate :
24-27 Sept. 2014
Firstpage :
2232
Lastpage :
2238
Abstract :
Driving support systems aid in improving the road safety. There are various safety measures on the road like traffic signals, sign boards and humps to avoid possible accidents. This paper presented for road safety has two phases: The first phase includes, the development of an algorithm to detect hump from a single image captured from the camera fixed at low height to the moving vehicle. In the second phase, we generate the 3D views automatically to view the details on the road. The images have to be captured at a constant time period. The idea is to save memory by storing images instead of the video stream. Added to this, an automatic 3D view generation up to the detected hump can be visualized to know the details of the road before reaching the hump by generating the frames from the captured image. This is achieved in a four step process: First, the input image is processed to estimate the vanishing point. Second, the hump is detected using the dilation and erosion process. Third, the distance to the hump from the view point is computed, depending on which the speed of the vehicle can be reduced. Finally, the frames are automatically generated up to the detected hump to view the details on the road and act accordingly before reaching the hump using a novel approach. The proposed method has been experimented with around 400 images. The efficacy of the proposed method is presented by comparing it with the results of the depth of the hump computed manually. Also, the efficiency of the 3D view generation is shown by comparing the first frame with other frames resulting with the corresponding mean values of the difference.
Keywords :
driver information systems; image motion analysis; image sensors; object detection; road safety; video signal processing; 3D view generation; automatic hump detection; camera; constant time period; dilation process; driving support systems; erosion process; moving vehicle; road safety; sign boards; single road image; traffic signals; video stream; Estimation; Image color analysis; Image edge detection; Image segmentation; Manuals; Vehicle dynamics; Vehicles; 3D View generation; Dilation and Erosion; Hough transform; Hump detection; Road Segmentation; Vanishing Point;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advances in Computing, Communications and Informatics (ICACCI, 2014 International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4799-3078-4
Type :
conf
DOI :
10.1109/ICACCI.2014.6968590
Filename :
6968590
Link To Document :
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