Detecting roads in stabilized video with the spatio-temporal structure tensor

GeoInformatica

Volumn 10, Issue 1, 2006, Pages 37-53

  Pless, Robert ^a  

^a WASHINGTON UNIVERSITY IN ST LOUIS   (United States)

Author keywords

Aerial video; Stabilized video; Statistical video processing

Indexed keywords

FEATURE EXTRACTION; REAL TIME SYSTEMS; ROADS AND STREETS; URBAN PLANNING; VIDEO CAMERAS;

AERIAL VIDEO; AUTOMATIC ROAD EXTRACTION; SPATIO-TEMPORAL STRUCTURE TENSOR; STABILIZED VIDEO; STATISTICAL VIDEO PROCESSING;

VIDEO SIGNAL PROCESSING;

IMAGE PROCESSING; REMOTE SENSING; ROAD;

EID: 32444447529     PISSN: 13846175     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10707-005-4885-x     Document Type: Article

References (24)

1. P. Agouris, A. Stefanidis, and S. Gyftakis. "Differential snakes for change detection in road segments," Photogrammetric Engineering & Remote Sensing, Vol. 67(12):1391-1399, 2001.
2. M. Bicego, S. Dalfini, G. Vernazza, and V. Murino. "Automatic road extraction from aerial images by probabilistic contour tracking," in Proceedings of IEEE International Conference on Image Processing (ICIP), vol. III, pp. 585-588, 2003.
3. X.-T. Dai, L. Lu, and G. Hager. "Realtime video mosaicing with adaptive parameterized warping," in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, volume (Demo Program), 2001.
4. P. Doucette, P. Agouris, A. Stefanidis, and M. Musavi. "Self-organized clustering for road extraction in classified imagery," ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 55(56):347-358, 2001.
5. A. Faber and W. Forstner. "Detection of dominant orthogonal structures in small scale imagery," International Archives of Photogrammetry and Remote Sensing, 33(Part B3/1):274-281, 2000.
6. H. Farid and E.P. Simoncelli. "Optimally rotationequivariant directional derivative kernels," in Computer Analysis of Images and Patterns (CAIP), pp. 207-214, 1997.
7. D. Geman, and B. Jedynak. "An active testing model for tracking roads in satellite images," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 18(1):1-14, 1996.
8. W.E.L. Grimson, C. Stauffer, R. Romano, and L. Lee. "Using adaptive tracking to classify and monitor activities in a site," in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 22-27, 1998.
9. S. Hinz, and A. Baumgartner. "Automatic extraction of urban road networks from multiview aerial imagery." ISPRS Journal of Photogrammetry and Remote Sensing, 53:83-98, 2003.
10. B.K.P. Horn. "Robot Vision." McGraw Hill: New York, 1986.
11. S. Van Huffel and J. Vandewalle. "The Total Least Squares Problem: Computational Aspects and Analysis," Society for Industrial and Applied Mathematics, Philadelphia, 1991.
12. I. Laptev, H. Mayer, T. Lindeberg, W. Eckstein, C. Steger, and A. Baumgartner. "Automatic extraction of roads from aerial images based on scale space and snakes," Machine Vision and Applications, Vol. 12(1):23-31, 2000.
13. H.H. Nagel. "Extending the 'oriented smoothness constraint' into the temporal domain and the estimation of derivatives of optical flow," in Proceedings of the First European Conference on Computer Vision, Springer: Berlin Heidelberg New York, Inc., pp. 139-148, 1990.
14. R. Pless, T. Brodsky, and Y. Aloimonos. "Detecting independent motion: The statistics of temporal continuity," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 22(8):68-73, 2000.
15. R. Pless, J. Larson, S. Siebers, and B. Westover. "Evaluation of local models of dynamic backgrounds," in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 73-78, 2003.
16. F.M. Porikli. "Road extraction by pointwise gaussian models," in SPIE AeroSense Technologies and Systems for Defense and Security, vol. 5093, pp. 758-764, 2003.
17. K. Price. "Urban street grid description and verification," in IEEE Workshop on Applications of Computer Vision, pp. 148-154, 2000.
18. C. Stauffer, and W.E.L. Grimson. "Adaptive background mixture models for realtime tracking," in Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp. 246-252, 1999.
19. F. Tupin, H. Maitre, J.F. Mangin, J.M. Nicolas, and E. Pechersky. "Detection of linear features in SAR images: Application to the road network extraction," IEEE Transactions on Geoscience and Remote Sensing, Vol. 36(2):434-453, Mar. 1998.
20. S. Wang, Y. Markandey, and A. Reid. "Total least squares fitting spatiotemporal derivatives to smooth optical flow fields," in Proc. of the SPIE: Signal and Data Processing of Small Targets, vol. 1698, pp. 42-55. SPIE, 1992.
21. J. Weber, and J. Malik. "Robust computation of optical flow in a multiscale differential framework," International Journal of Computer Vision, Vol. 14:67-81, 1995.
22. C. Wiedemann, C. Heipke, H. Mayer, and S. Hinz. "Automatic extraction and evaluation of road networks from moms-2p imagery," International Archives of Photogrammetry and Remote Sensing, Vol. 32(3):285-291, 1998.
23. L. Wixson. "Detecting salient motion by accumulating directionallyconsistent flow," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 22(8):774-780, 2000.
24. J. Wright, and R. Pless. "Analysis of persistent motion patterns using the 3d structure tensor," in Proceedings of the IEEE Workshop on Motion and Video Computing, pp. 14-19, 2005.