Title
Adaptive and real-time unpaved road segmentation using color histograms and RANSAC
Abstract
The determination of the position of the road that a vehicle is following is a topic of high interest in research applications related to driverless cars and driving assistance tools. The complexity of this task increases in natural terrains with unpaved lanes and unstructured objects such as trees, stones, and other natural objects. In this paper, a novel, adaptive and real-time visual road segmentation method for off-road autonomous driving is proposed. The method is based on the use of adaptive color histograms, however, its main novelties are the use of the RANSAC algorithm in order to determine the road borders and the vanishing point, and a set of heuristic rules that allow checking the spatiotemporal consistency of the road determination. Both ideas allow obtaining, at the same time, high robustness and real-time operation. The method is validated using real-world video sequences obtained in off-road driving.
Year
DOI
Venue
2011
10.1109/ICCA.2011.6138056
Control and Automation
Keywords
Field
DocType
image colour analysis,image segmentation,image sequences,iterative methods,mobile robots,robot vision,video signal processing,RANSAC algorithm,adaptive color histograms,adaptive unpaved road segmentation,adaptive visual road segmentation method,driverless cars,driving assistance tools,off-road autonomous driving,real-time unpaved road segmentation,real-time visual road segmentation method,real-world video sequences,road position determination,spatiotemporal consistency checking,vanishing point
Histogram,Computer vision,Heuristic,Segmentation,RANSAC,Robustness (computer science),Image segmentation,Artificial intelligence,Engineering,Vanishing point,Mobile robot
Conference
ISSN
ISBN
Citations 
1948-3449
978-1-4577-1475-7
0
PageRank 
References 
Authors
0.34
0
6
Name
Order
Citations
PageRank
Fernando Bernuy1101.96
Javier Ruiz-del-Solar2865105.92
Isao Parra-Tsunekawa371.16
Paul A. Vallejos4141.41
del Solar, J.R.500.34
Parra, I.600.34