Road detection from high-resolution satellite images using artificial neural networks

International Journal of Applied Earth Observation and Geoinformation

Volumn 9, Issue 1, 2007, Pages 32-40

  Mokhtarzade, M ^a   Zoej, M J Valadan ^a  

^a K N TOOSI UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

Back propagation; Classification; Feature extraction; Network design

Indexed keywords

ARTIFICIAL NEURAL NETWORK; BACK PROPAGATION; DETECTION METHOD; PATTERN RECOGNITION; PIXEL; ROAD; SATELLITE IMAGERY;

ASIA; BUSHEHR; EURASIA; IRAN; MIDDLE EAST;

AVES;

EID: 33846122949     PISSN: 15698432     EISSN: 1872826X     Source Type: Journal    
DOI: 10.1016/j.jag.2006.05.001     Document Type: Article

References (18)

1. Benediktsson J.A., Swain P.H., and Erosy O.K. Neural network approaches versus statistical methods in classification of multi-source remote sensing data. IEEE Trans. Geosci. Remote Sensing 28 (1990) 540-551
2. Civco D.L., and Waug Y. Classification of multi-spectral, multi-temporal multi-source spatial data using artificial neural networks. Proceeding of the ASPRS 1994 Annual Convection. Reno, NV, USA (1994) 123-133
3. Fiset R., and Cvayas F. Automatic comparison of topographic map with remotely sensed images in a map updating perspective: the road network case. Int. J. Remote Sensing 18 4 (1997) 991-1006
4. Foody G.M., McCulloch M.B., and Yates W.B. Classification of remotely sensed data an artificial neural network: issues related to training data characteristics. Photogrammetr. Eng. Remote Sensing 61 4 (1995) 391-401
5. Gruen A., Agouris P., and Li H. Linear feature extraction with dynamic programming and globally enforced least squares matching. In: Gruen A., Kuebler O., and Aqouris P. (Eds). Automatic Extraction of Man-Made Objects from Aerial and Space Images (1995), Brikhauser, Basel 83-94
6. Gruen A., and Li H. Semi-automatic linear feature extraction by dynamic programming and LSB-snakes. Photogrammetr. Eng. Remote Sensing 63 8 (1997) 985-995
7. Heerman P.D., and Khazenie N. Classification of multi-spectral remote sensing data using a back-propagation neural network. IEEE Trans. Geosci. Remote Sensing 30 1 (1992) 81-88
8. Jeon B.K., Jang J.H., and Hong K.S. Road detection in space born SAR images using a genetic algorithm. IEEE Trans. Geosci. Remote Sensing 40 1 (2002) 22-29
9. Mayer, H., Baumgartner, A., Steger, C., 1998. Road extraction from aerial imagery. In: CV Online: On-line Compendium of Computer Vision.
10. Mohammadzadeh A., Tavakoli A., and Valadan Zoej M.J. Automatic linear feature extraction of Iranian roads from high resolution multi-spectral satellite imagery. XXth ISPRS Congress. Istanbul, Turkey (2004) 764-768
11. Neuenschwander W., Fua P., Szekely G., and Kubler O. From Ziplock snakes to Velcro surfaces. In: Gruen A., Kuebler O., and Aqouris P. (Eds). Automatic Extraction of Man-Made Objects from Aerial and Space Images (1995), Brikhauser, Basel 105-114
12. Paola J.D., and Schowengerdt R.A. The effect of neural network structure on a multi-spectral land-use/land-cover classification. Photogrammetr. Eng. Remote Sensing 63 5 (1997) 535-544
13. Richard J.A. Remote Sensing Digital Image Analysis: Introduction. second ed. (1993), Springer, New York ISBN 0-387-5480-8
14. Trinder J., and Li H. Semi-automatic feature extraction by snakes. In: Gruen A., Kuebler O., and Aqouris P. (Eds). Automatic Extraction of Man-Made Objects from Aerial and Space Images (1995), Brikhauser, Basel 105-114
15. Tupin F., Maitre H., Mangin J.F., Nicolas J.M., and Pechersky E. Detection of linear features in SAR images: applications to road network extraction. IEEE Trans. Geosci. Remote Sensing 36 2 (1998) 434-453
16. Vosselman G., and Knecht J. Road tracing by profile matching and Kalman filtering. In: Gruen A., Kuebler O., and Aqouris P. (Eds). Automatic Extraction of Man-Made Objects from Aerial and Space Images (1995), Brikhauser, Basel 165-274
17. Yang, G.Y., 1995. Geological mapping from multi-source data using neural networks. M.Sc. Thesis. University of Calgary, Canada.
18. Zhang C., and Baltsavias E. Knowledge-based image analysis for 3D edge extraction and road reconstruction. Int. Arch. Photogrammetry Remote Sensing 33 Part B3 (2000) 1008-1015