Road tracking in aerial images based on human-computer interaction and Bayesian filtering

ISPRS Journal of Photogrammetry and Remote Sensing

Volumn 61, Issue 2, 2006, Pages 108-124

  Zhou, Jun ^a   Bischof, Walter F ^a   Caelli, Terry ^b,c  

^a UNIVERSITY OF ALBERTA   (Canada)

^b CSIRO   (Australia)

^c AUSTRALIAN NATIONAL UNIVERSITY   (Australia)

Author keywords

Aerial images; Bayesian filtering; Extended Kalman filter; Human computer interaction; Particle filter; Road tracking

Indexed keywords

ALGORITHMS; COMPUTER VISION; HUMAN COMPUTER INTERACTION; KALMAN FILTERING; MAPPING; TRACKING (POSITION);

AERIAL IMAGES; BAYESIAN FILTERING; EXTENDED KALMAN FILTERS; PARTICLE FILTERS; ROAD TRACKING;

AERIAL PHOTOGRAPHY;

AERIAL PHOTOGRAPHY; ALGORITHM; ARTIFICIAL INTELLIGENCE; CARTOGRAPHY; COMPUTER; DIGITAL IMAGE; IMAGERY; KALMAN FILTER; MAPPING; OPTIMIZATION; ROAD; TRACKING;

EID: 33845969175     PISSN: 09242716     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.isprsjprs.2006.09.002     Document Type: Article

References (34)

1. Arulampalam M., Maskell S., Gordon N., and Clapp T. A tutorial on particle filter for online nonlinear/non-Gaussian Bayesian tracking. IEEE Transaction on Signal Processing 50 2 (2002) 174-188
2. Baltsavias E. Object extraction and revision by image analysis using existing geodata and knowledge: current status and steps towards operational systems. ISPRS Journal of Photogrammetry and Remote Sensing 58 3-4 (1997) 129-151
3. Baumgartner A., Hinz S., and Wiedemann C. Efficient methods and interfaces for road tracking. International Archives of Photogrammetry and Remote Sensing 34 Part 3B (2002) 28-31
4. Bentabet L., Jodouin S., Ziou D., and Vaillancourt J. Road vectors update using SAR imagery: a Snake-based method. IEEE Transaction on Geoscience and Remote Sensing 41 8 (2003) 1785-1803
5. Brown R., and Hwang P. Introduction to Random Signals and Applied Kalman Filtering. second ed (1992), Wiley
6. Canny J. A computational approach to edge detection. IEEE Transaction on Pattern Analysis and Machine Intelligence 8 6 (1986) 679-698
7. Crevier D., and Lepage R. Knowledge-based image understanding systems: a survey. Computer Vision and Image Understanding 67 2 (1997) 161-185
8. Glatz W. RADIUS and the NEL. In: Firschein O., and Strat T. (Eds). RADIUS: Image Understanding for Imagery Intelligence (1997) 3-4
9. Groat C. The National Map - a continuing, critical need for the nation. Photogrammetric Engineering and Remote Sensing 69 10 (2003) 1087-1090
10. Gruen A., and Li H. Semi-automatic linear feature extraction by dynamic programming and LSB-snakes. Photogrammetric Engineering and Remote Sensing 63 8 (1997) 985-995
11. Harvey W., McGlone J., McKeown D., and Irvine J. User-centric evaluation of semi-automated road network extraction. Photogrammetric Engineering and Remote Sensing 70 12 (2004) 1353-1364
12. Hu X., Zhang Z., and Tao C. A robust method for semi-automatic extraction of road centerlines using a piecewise parabolic model and least square template matching. Photogrammetric Engineering and Remote Sensing 70 12 (2004) 1393-1398
13. Isard M., and Blake A. CONDENSATION-conditional density propagation for visual tracking. International Journal of Computer Vision 29 1 (1998) 5-28
14. Kalman R. A new approach to linear filtering and prediction problems. ASME Journal of Basic Engineering 82 D (1960) 35-45
15. Katartzis A., Sahli H., Pizurica V., and Cornelis J. A model-based approach to the automatic extraction of linear feature from airborne images. IEEE Transaction on Geoscience and Remote Sensing 39 9 (2001) 2073-2079
16. Kim T., Park S., Kim M., Jeong S., and Kim K. Tracking road centerlines from high resolution remote sensing images by least squares correlation matching. Photogrammetric Engineering and Remote Sensing 70 12 (2004) 1417-1422
17. Klang D. Automatic detection of changes in road databases using satellite imagery. The International Archives of Photogrammetry and Remote Sensing 32 Part 4 (1998) 293-298
18. LaBerge D. Computational and anatomical models of selective attention in object identification. In: Gazzaniga M. (Ed). The Cognitive Neurosciences (1995), MIT Press, Cambridge 649-664
19. Lee M., Cohen I., and Jung S. Particle filter with analytical inference for human body tracking. Proceedings of the IEEE Workshop on Motion and Video Computing, Orlando, Florida (2002) 159-166
20. Mayer H., and Steger C. Scale-space events and their link to abstraction for road extraction. ISPRS Journal of Photogrammetry and Remote Sensing 53 2 (1998) 62-75
21. McKeown D., and Denlinger J. Cooperative methods for road tracing in aerial imagery. Proceedings of the IEEE Conference in Computer Vision and Pattern Recognition, Ann Arbor, MI, USA (1988) 662-672
22. Mckeown D., Bullwinkle G., Cochran S., Harvey W., McGlone C., McMahill J., Polis M., and Shufelt J. Research in image understanding and automated cartography: 1997-1998. Technical Report (1998), School of Computer Science Carnegie Mellon University
23. Myers B., Hudson S.E., and Pausch R. Past, present, and future of user interface software tools. ACM Transactions on Computer-Human Interaction 7 1 (2000) 3-28
24. Pavlovic V., Sharma R., and Huang T.S. Visual interpretation of hand gestures for human-computer interaction: a review. IEEE Transaction on Pattern Analysis and Machine Intelligence 19 7 (1997) 677-695
25. Rabiner L. A tutorial on hidden Markov models and selected applications in speech recognition. Proceedings of the IEEE 77 2 (1989) 257-286
26. Southall B., and Taylor C. Stochastic road shape estimation. Proceedings of the Eighth International Conference On Computer Vision, Vancouver, Canada (2001) 205-212
27. Tupin F., Houshmand B., and Datcu F. Road detection in dense urban areas using SAR imagery and the usefulness of multiple views. IEEE Transaction on Geoscience and Remote Sensing 40 11 (2002) 2405-2414
28. USGS, 1996. Standards for 1:24000-Scale Digital Line Graphs and Quadrangle Maps, U.S. Geological Survey, U.S. Department of The Interior.
29. Vosselman G., and Knecht J. Road tracing by profile matching and Kalman filtering. Proceedings of the Workshop on Automatic Extraction of Man- Made Objects from Aerial and Space Images, Birkhaeuser, Germany (1995) 265-274
30. Wang F., and Newkirk R. A knowledge-based system for highway network extraction. IEEE Transactions on Geoscience and Remote Sensing 26 5 (1988) 525-531
31. Welch G., and Bishop G. An introduction to the Kalman filter. Technical Report (1995), Department of Computer Science, University of North Carolina- Chapel Hill, TR95-041
32. Xiong D., and Sperling J. Semiautomated matching for network database integration. ISPRS Journal of Photogrammetry and Remote Sensing 59 1-2 (2004) 35-46
33. Zhou J., Bischof W.F., and Caelli T. Understanding human-computer interactions in map revision. Proceedings of the 10th International Workshop on Structural and Syntactic Pattern Recognition, Lisbon, Portugal (2004) 287-295
34. Zlotnick A., and Carnine P. Finding road seeds in aerial images. CVGIP. Image Understanding 57 2 (1993) 243-260