PAVEMENT TEXTURE SEGMENTATION USING LBP AND GLCM FOR VISUALLY IMPAIRED PERSON

Sun-Hee Weon, Sung-Il Joo, Hyung Il Choi

Abstract

This paper proposes about a method for region segmentation and texture extraction to classify pavement and roadway region in the image that acquired from cameras equipped to the visually impaired person during a walk. First, detect a road boundary line through the line detections technique using the Hough transform, and obtain candidate regions of pavement and roadway. Second, extract texture feature in segmented candidate region, and separated pavement and roadway regions as classified three levels according to perspective scope in triangular model. In this paper, used rotation invariant LBP and GLCM to compare the difference of texture feature that pavement with various precast pavers and relatively a roadway being monotonous. Proposed method in this paper was verified that the analytical performance nighttime did not deteriorate in comparison with the results from the daytime, and region segmentation performance was very well in complex image has various obstacles and pedestrians.

References

  1. Tuceryan M., and Jain A. K., (1993) Texture Analysis, in: C. H. Chen, L. F. Pau, P. S. P.Wang (Eds.), Handbook of Pattern Recognition and Computer Vision, World Scientific Publishing Co., Singapore, pp.235- 276(Chapter2).
  2. Ojala T., Pietikäinen M., and Mäenpää T. (2002) Multiresolution Gray-Scale and Rotation Invariant Texture Classification with Local Binary Patterns, IEEE Transactions on Pattern Analysis and Machine Intelligence 24, pp. 971-987.
  3. Turtinen M., and Pietikäinen M. (2003) Visual Training and Classification of Textured Scene Images, The 3rd International Workshop on Texture Analysis and Synthesis, pp. 101-106.
  4. Arvis V., Debain C., Berducat M., and Benassi A. (2004) Generalization of the cooccurrence matrix for colour images: application to colour texture classification, Image Anal Stereol Vol.23, pp. 63-72.
  5. Vadivel A., Sural S., and Majumdar A. K. (2007) An Integrated Color and Intensity Co-occurrence Matrix, Pattern Recognition Letters, Vol.28, pp. 974-983.
  6. Palm C. (2004) Color texture classification by integrative co-occurrence matrices, Pattern Recognition, Vol.37, pp. 965-976.
  7. Guo Z., Zhang L., and Zhang D. (2010) Rotation invariant texture classification using LBP variance(LBPV) with global matching, Pattern Recognition, Vol.43, pp. 706- 719.
  8. Leitão A. P., Tilie S., Mangeas M., JTarel.-P., Vigneron V., and Lelandais S. (2003) Road Singularities Detection and Classification, ESANN'2003 Proceedings - European Symposium on Artificial Neural Networks(Belgium), pp. 301-306.
  9. Zwiggelaar R. (2004) Texture Based Segmentation: Automatic Selection of Co-Occurrence Matrices, Proceedings - 17th ICPR'04, Vol.01, pp. 588-591.
  10. Jia K., Liu N., Wang L., and Cheng L. (2009) Pavement Scene Interpretation and Obstacle Detection by Large Margin Image Labeling, Invited Workshop on Vision and Control for Access Space (VCAS) @ ACCV.
Download


Paper Citation


in Harvard Style

Weon S., Joo S. and Choi H. (2012). PAVEMENT TEXTURE SEGMENTATION USING LBP AND GLCM FOR VISUALLY IMPAIRED PERSON . In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2012) ISBN 978-989-8565-03-7, pages 335-340. DOI: 10.5220/0003826903350340


in Bibtex Style

@conference{visapp12,
author={Sun-Hee Weon and Sung-Il Joo and Hyung Il Choi},
title={PAVEMENT TEXTURE SEGMENTATION USING LBP AND GLCM FOR VISUALLY IMPAIRED PERSON},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2012)},
year={2012},
pages={335-340},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003826903350340},
isbn={978-989-8565-03-7},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2012)
TI - PAVEMENT TEXTURE SEGMENTATION USING LBP AND GLCM FOR VISUALLY IMPAIRED PERSON
SN - 978-989-8565-03-7
AU - Weon S.
AU - Joo S.
AU - Choi H.
PY - 2012
SP - 335
EP - 340
DO - 10.5220/0003826903350340