Abstract
Vanishing point detection plays a very important role in road detection, since road boundaries pass the vanishing point and the line of boundaries can be extracted by the information of the vanishing point location. In this paper, a fast vanishing point detection method based on texture features is presented for structured road, which uses joint activities of only four Gabor filters to estimate the local dominant orientation at each pixel and votes to estimate the location of vanishing point. Furthermore, a step of edge detection is adopted before vanishing point voting which greatly reduce the computational. Experimental results show that the proposed algorithm has a good performance on the detection of the vanishing point of structured road.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Thorpe, C., Hebert, M., Kanade, T., Shafer, S.: Vision and navigation for the Carnegie-Mellon Navlab. IEEE Trans. Pattern Anal. Mach. Intell. 10(33), 362–373 (1988)
Alon, Y., Ferencs, A., Shashua, A.: Off-road path following using region classification and geometric projection constraints. In: Proc. IEEE Conf. Comput. Vis. Pattern Recog., pp. 689–696 (2006)
Thrun, S., Montemerlo, M., Dahlkamp, H., Stavens, D., Aron, A., Diebel, J., Fong, P., Gale, J., Halpenny, M., Hoffmann, G.: Stanley: The robot that won the DARPA grand challenge. J. Field Robot. 23(9), 661–692 (2006)
Nieto, M., Salgado, L.: Real-Time Vanishing Point Estimation in Road Sequences Using Adaptive Steerable Filter Banks. In: Blanc-Talon, J., Philips, W., Popescu, D., Scheunders, P. (eds.) ACIVS 2007. LNCS, vol. 4678, pp. 840–848. Springer, Heidelberg (2007)
McCall, J.C., Trivedi, M.M.: Video-based lane estimation and tracking for driver assistance:Survey, system, and evaluation. IEEE Trans. Intell. Transp. Syst. 7(1), 20–37 (2006)
Kong, H., Audibert, J., Ponce, J.: General road detection from a single image. IEEE Trans. Image Process. 19(8), 2211–2220 (2010)
Rasmussen, C.: RoadCompass: Following rural roads with vision+ladar using vanishing point tracking. Auton. Robots 25(3), 205–229 (2008)
Moghadam, P., Starzyk, J.A., Wijesoma, W.S.: Fast vanishing point detection in unstructured environments. IEEE Trans. Image Process. 21(1), 425–430 (2012)
Lee, T.: Image representation using 2D Gabor wavelets. IEEE Trans. Pattern Anal. Mach. Intell. 18(10), 959–971 (1996)
Rasmussen, C.: Grouping dominant orientations for ill-structured road following. In: Proc. IEEE Conf. Comput. Vis. Pattern Recog., pp. 470–477 (2004)
Otsu, N.A.: Threshold selection method from gray-level histogram. IEEE Transactions on Systems, Man and Cybernetics 9(1), 62–66 (1979)
Gonzalez Rafael, C., Woods Richard, E.: Digital Image Pracessing, 2nd edn., pp. 581–585. Publishing House of Electronics Industry, Beijing (2003)
Yang, D., Li, J., Bian, Z.: A Research on Edge Detection by Marr Algorithm. Journal of Image and Graphics 11(6), 823–826 (2006)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Zhao, T., Yang, W., Sun, C. (2013). A Fast Vanishing Point Detection Method in Structured Road. In: Yang, J., Fang, F., Sun, C. (eds) Intelligent Science and Intelligent Data Engineering. IScIDE 2012. Lecture Notes in Computer Science, vol 7751. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-36669-7_46
Download citation
DOI: https://doi.org/10.1007/978-3-642-36669-7_46
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-36668-0
Online ISBN: 978-3-642-36669-7
eBook Packages: Computer ScienceComputer Science (R0)