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A Survey of Real-time Road Detection Techniques Using Visual Color Sensor

  • Received : 2018.02.13
  • Accepted : 2018.02.19
  • Published : 2018.03.30

Abstract

A road recognition system or Lane departure warning system is an early stage technology that has been commercialized as early as 10 years but can be optional and used as an expensive premium vehicle, with a very small number of users. Since the system installed on a vehicle should not be error prone and operate reliably, the introduction of robust feature extraction and tracking techniques requires the development of algorithms that can provide reliable information. In this paper, we investigate and analyze various real-time road detection algorithms based on color information. Through these analyses, we would like to suggest the algorithms that are actually applicable.

Keywords

References

  1. Diego. Ferran, J.M.A. Alvarez, J. Serrat, A.M. Lopez. "Vision-based road detection via on-line video registration." International IEEE Conference on Intelligent Transportation Systems (ITSC), pp.1135 - 1140, 2010.
  2. J.M.A. Alvarez, T. Gevers, A.M. Lopez. "Vision-based road detection using road models." IEEE International Conference on Image Processing (ICIP), pp.2073 - 2076, 2009.
  3. J. Lu, M. Yang, H. Wang, B. Zhang. "Vision-based real-time road detection in urban traffic." International Society for Optics and Photonics, pp.75-82, 2002.
  4. Sivic, Josef, Andrew Zisserman. "Video Google: A text retrieval approach to object matching in videos." International Conference on Computer Vision, vol.2, pp.1470-1477, 2003.
  5. H. Dahlkamp, A. Kaehler, D. Stavens, S. Thrun, G. Bradski. "Self-supervised Monocular Road Detection in Desert Terrain.", Robotics: science and systems. 2006.
  6. J.M.A. Alvarez, T. Gevers, Y. LeCun, A.M. Lopez. "Road scene segmentation from a single image.", European Conference on Computer Vision (ECCV), pp. 376-389, 2012.
  7. J.M.A. Alvarez, J. Lopez, M. Antonio. "Road detection based on illuminant invariance.", IEEE Transactions on Intelligent Transportation Systems, vol.12 , pp.184-193 , 2011. https://doi.org/10.1109/TITS.2010.2076349
  8. J.M.A. Alvarez, M. Salzmann, N. Barnes. "Large-scale semantic co-labeling of image sets", IEEE Winter Conference on Applications of Computer Vision (WACV), pp.501-508, 2014.
  9. Hui Kong, J.Y. Audibert, J. Ponce. "General Road Detection From a Single Image", IEEE Transactions on Image Processing, vol.19, pp.2211-2220, 2010. https://doi.org/10.1109/TIP.2010.2045715
  10. Bai, Li, Yan Wang, Michael Fairhurst. "An extended hyperbola model for road tracking for video-based personal navigation." Knowledge-Based Systems, pp.265-272, 2008.
  11. J.M.A. Alvarez, T. Gevers, A.M. Lopez. "3D Scene priors for road detection", 2010 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp.57-64, 2010.
  12. T. Kuhnl, J. Fritsch. "Visio-spatial road boundary detection for unmarked urban and rural roads", IEEE Intelligent Vehicles Symposium Proceedings, pp.1251-1256, 2014.
  13. F. Diego, J.M.A. Alvarez, J. Serrat, A.M. Lopez. "Vision-based road detection via on-line video registration", International IEEE Conference on Intelligent Transportation Systems (ITSC), pp.1135-1140, 2010.
  14. J.M.A. Alvarez, T. Gevers, A.M. Lopez. "Vision-based road detection using road models" IEEE International Conference on Image Processing (ICIP), pp.2073-2076, 2009.
  15. Katramados, Ioannis, Steve Crumpler, Toby P. Breckon. "Real-time traversable surface detection by color space fusion and temporal analysis", International Conference on Computer Vision Systems, (ICVS), pp.265-274, 2009.