Automatic road extraction using high resolution satellite image based on texture progressive analysis and normalized cut method

Journal of the Indian Society of Remote Sensing

Volumn 37, Issue 3, 2009, Pages 351-361

  Senthilnath, J ^a   Rajeshwari, M ^b   Omkar, S N ^a  

^a INDIAN INSTITUTE OF SCIENCE   (India)

^b BIT   (India)

Author keywords

Normalized cuts; Quality measures; Road extraction; Texture progressive analysis

Indexed keywords

ALGORITHM; EXTRACTION METHOD; IMAGE RESOLUTION; QUALITATIVE ANALYSIS; ROAD; SATELLITE IMAGERY; TEXTURE; URBAN REGION;

EID: 74849084685     PISSN: 0255660X     EISSN: 09743006     Source Type: Journal    
DOI: 10.1007/s12524-009-0043-5     Document Type: Article

References (31)

1. Baumgartner A, Steger C, Mayer H, Eckstein W and Ebner H (1999) Automatic road extraction based on multiscale, grouping and context. Photogrammetric Engineering Remote Sensing 65: 777-785.
2. Bhagavathy S and Manjunath BS (2006) Modeling and Detection of Geospatial Objects Using Texture Motifs. IEEE Transactions on Geoscience Remote Sensing 44(12): 3706-3715.
3. Chen CH, Pau L F and Wang P SP (1998) The Handbook of Pattern Recognition and Computer Vision (2nd Edition), by World Scientific Publishing Co.
4. Comaniciu D and Meer P (2002) Mean shift: A robust approach toward feature space analysis. IEEE Trans. Pattern Anal. Mach. Intell. 24(5): 603-619.
5. Doucette P, Agouris P, Stefanidis A and Musavi M. (2001) Self-organized clustering for road extraction in classified imagery. ISPRS Journal of Photogrammetry Remote Sensing 55(5): 347-358.
6. Grote A, Butenuth M, Gerke M and Heipke C (2007) Segmentation Based on Normalized Cuts for the Detection of Suburban Roads in Aerial Imagery. IEEE Proc. Urban Remote Sensing Joint Event 1-5.
7. Gruen A, Agouris P and Li H (1995) Linear feature extraction with dynamic programming and globally enforced least squares matching. Automatic Extraction of Man-Made Objects from Aerial and Space images. pp 83-94.
8. Gruen A and Li H (1997) Semi-automatic linear feature extraction by dynamic programming and LSB-snakes. Photogrammetric Engineering Remote Sensing 63(8): 985-995.
9. Guindon B (2000) A framework for the development and assessment of object recognition modules from high-resolution satellite images. Canadian Journal of Remote Sensing 26(4): 334-348.
10. Haralick RM, Shanmugam K and Dinstein I (1973) Textural features for image classification. IEEE Transactions on Systems. Man. and Cybernetics 3(6): 610-621.
11. Haverkamp D and Poulsen R (2002) Complementary methods for extracting road centrelines from IKONOS imagery. In Proceedings of Image and Signal Processing for Remote Sensing VIII SPIE. Vol. 4885. pp 501-511.
12. Hinz S, Baumgartner A, Steger C, Mayer H, Eckstein W, Ebner H and Radig B (1999) Road Extraction in Rural Areas and Urban Areas, Semantic Modeling for the Aquisition of Topographic Information from Images and Maps. pp 133-153.
13. Jin X and Davis CH (2003) Automatic road extraction from high-resolution multi-spectral IKONOS imagery. In Proceedings of International Geosciences and Remote Sensing Symposium. pp 1730-1732.
14. Kass M, Witkin A and Terzopoulos D (1988). Snakes: active contour models. International Journal on Computer Vision. 1(4): 321-331.
15. McKeown D and Denlinger J (1988) Cooperative methods for road tracking in aerial imagery. IEEE Proc. Computer Vision and Pattern Recognition 662-672.
16. Mena JB and Malpica JA (2005). An automatic method for road extraction in rural and semi-urban areas starting from high resolution satellite imagery. Pattern Recognition Letters 26(9): 1201-1220.
17. Mumford D and Shah J (1989) Optimal approximations by piecewise smooth functions, and associated variational problems. Comm. Pure Math. XLII: 577-684.
18. Neuenschwander W, Fua P, Szekely G and Kubler O (1995) From ziplock snakes to velcro surfaces. In Automatic Extraction of Man-Made Objects from Aerial and Space Images. pp 105-114.
19. Omkar SN, Manoj KM, Mudigere D and Muley D (2007) Urban Satellite Image Classification using Biologically Inspired Techniques. IEEE International Symposium on Industrial Electronics 1767-1772.
20. rd EARSeL Annual Symposium - Remote Sensing in Transition. Ghent. Belgium.
21. Shackelford AK and Davis CH (2003) A hierarchical fuzzy classiûcation approach for high-resolution multispectral data over urban areas. IEEE Transactions on Geoscience and Remote Sensing 41(9): 1920-1932.
22. Stathakis D and Vasilakos A (2006) Comparison of Computational Intelligence Based Classification Techniques for Remotely Sensed Optical Image Classification. IEEE Transactions on Geoscience and Remote Sensing 44(8): 2305-2318.
23. Shi J, Belongie S, Leung T and Malik J (1998) Image and Video Segmentation: The Normalized Cut Framework. Image Processing: ICIP 98 Proceedings. vol. 1: 943-947.
24. Shi J and Malik J (2000) Normalized cuts and image segmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence 22(8): 888-905.
25. Shi W and Zhu C (2002) The line segment match method for extracting road network from high-resolution satellite images. IEEE Transactions on Geoscience and Remote Sensing 40(2): 511-514.
26. Trinder J and Li H (1995) Semi-automatic feature extraction by snakes, Automatic Extraction of Man-Made Objects from Aerial and Space Images. pp 95-104.
27. Vosselman G and Knecht J (1995) Road tracing by profile matching and Kalman filtering, Automatic Extraction of Man-Made Objects from Aerial and Space Images. pp 265-274.
28. Wiedemann, C., Heipke, C., Mayer, H. and Hinz, S. (1998). Automatic extraction and evaluation of road networks from MOMS-2P imagery. International Archives of Photogrammetry and Remote Sensing 32(3): 485-489.
29. Wiedemann C, Heipke C, Mayer H and Jamet O (1998) Empirical evaluation of automatically extracted road axes. Empirical Evaluation Methods in Computer Vision. IEEE Computer Society Press 172-187.
30. Wu Z and Leahy R (1993). An optimal graph theoretic approach to data clustering: Theory and its application to image segmentation. IEEE Trans. Pattern Anal. Mach. Intell. 15(11): 1101-1113.
31. Xiaoying J and Davis CH (2005) An integrated system for automatic road mapping from high-resolution multi-spectral satellite imagery by information fusion. Information Fusion. pp 257-273.