Automatic building detection using the dempster-shafer algorithm

Photogrammetric Engineering and Remote Sensing

Volumn 72, Issue 4, 2006, Pages 395-403

  Yi, Hui Lu ^a   Trinder, John C ^b   Kubik, Kurt ^c  

^a OFFICE OF ENVIRONMENT AND HERITAGE   (Australia)

^b UNIVERSITY OF NEW SOUTH WALES   (Australia)

^c UNIVERSITY OF QUEENSLAND   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; IMAGE ANALYSIS; MATHEMATICAL MODELS; ROOF COVERINGS; STRUCTURES (BUILT OBJECTS); VEGETATION;

AERIAL IMAGES; AUTOMATIC DETECTION; DEMPSTER-SHAFER ALGORITHM; MULTI BAND CLASSIFICATION; NORMALIZED DIFFERENCE VEGETATION INDEX (NDVI); STEREO IMAGE MATCHING;

REMOTE SENSING;

ALGORITHM; BUILDING; DETECTION METHOD; IMAGE ANALYSIS; PHOTOGRAMMETRY; STATISTICAL ANALYSIS; STEREO IMAGE;

EID: 33645837219     PISSN: 00991112     EISSN: None     Source Type: Journal    
DOI: 10.14358/pers.72.4.395     Document Type: Article

References (46)

1. Baillard, C., O. Dissard, O. Jamet, and H. Maitre, 1998. Extraction and textural characterization of above ground areas from aerial stereo pairs: A quality assessment, ISPRS Journal of Photogrammetry and Remote Sensing, 53:130-141.
2. Baltsavias, E., S. Mason, and D. Stallmann, 1995. Use of DTMs/DSMs and orthoimages to support building extraction, Automatic Extraction of Man-made Objects from Aerial and Space Images, Birkhauser Verlag, Basel, pp. 199-210.
3. Brunn, A., 2001. Statistical interpretation of DEM and image data for huilding extraction, Automatic Extraction of Man-Made Objects from Aerial and Space Images (III) (E.P. Baltsavias, A. Gruen, and L. Van Gool, editors), Balkema, Lisse, The Netherlands, pp. 171-180.
4. Chen, L., and W. Hsu, 2000. Extraction of man-made buildings in multispectral stereoscopic images, International Archives of Photogrammetry and Remote Sensing, 33(3):169-176.
5. Collin, R., C. Jaynes, Y. Cheng, X. Wang, and F. Stoller, 1998. The Ascender System: Automated site modeling from multiple aerial images, Computer Vision and Image Understanding, 72(2):143-162.
6. Gabet, L., G. Giraudon, and L. Remouard, 1997. Automatic generation of high resolution urban zone digital elevation model, ISPRS Journal of Photogrammetry and Remote Sensing, 52(4):33-47.
7. Gordon, T., and E. Shortliffe, 1985. A method for managing evidential reasoning in a hierarchical hypothesis space, Artificial Intelligence, 26:323-357.
8. Haala, N., and M. Hahn, 1995. Data fusion for the detection and reconstruction of buildings, Automatic Extraction of Man-Made Objects from Aerial and Space Image, Birkhauser Press, pp. 211-220.
9. Haala, N., C. Brenner, and K.-H Anders, 1998. 3D urban GIS from laser altimeter and 2D map data, International Archives of Photogrammetry and Remote Sensing, 32(3/1):339-346.
10. Haala, N., and C. Brenner, 1999. Extraction of building and trees in urban environments, ISPRS Journal of Photogrammetry and Remote Sensing, 54:130-137.
11. Hanson, A., M. Marengoni, H. Schultz, F. Stolle, E. Riseman, and C. Jaynes, 2001. Ascender II: A framework for reconstruction of scenes from aerial images, Automatic Extraction of Man-Made Objects from Aerial and Space Images (E.P. Baltsavias, A. Gruen, and L. Van Gool, editors), Balkema, Lisse, The Netherlands, pp. 25-34.
12. Hegarat-Mascle, S., I. Bloch, and D. Vidal-Madjar, 1997. Application of Dempster-Shafer evidence theory to unsupervised classification in multisource remote sensing, IEEE Transactions on Geoscience and Remote Sensing, 35(4):1018-1031.
13. Henricsson, O., 1998. The role of color attributes and similarity grouping in 3-D building reconstruction, Computer Vision and Image Understanding, 72(2):163-184.
14. Henricsson, O., and E. Baltsavias, 1997. 3-D building reconstruction with ARUBA: A quantitative evaluation, Automatic Extraction of Man-Made Objects from Aerial and Space Image (II), (A. Gruen, E.P. Baltsavias, and O. Henricsson, editors), Birkhäuser, Basel, pp. 65-76.
15. Henricsson, O., F. Bignone, W. Willuhn, F. Ade, and O. Kuebler, 1996. Project AMOBE: Strategies, current status and future work, International Archives of Photogrammetry and Remote Sensing, 31(3):321-330.
16. Horiguchi, S., S. Ozawa, S. Nagai, and K. Sugiyama, 2000. Reconstruction road and block from DEM in urban areas, International Archives of Photogrammetry and Remote Sensing, 33(3):413-420.
17. Huertas, A., and R. Nevatia, 1988. Detecting buildings in aerial images, Computer Vision, Graphics and Image Processing, 41(2):131-152.
18. Jaynes, C., A. Hanson, A. Riseman, and H. Schultz, 1997a. Building reconstruction from optical and range images, Proceedings of the International Conference on Computer Vision and Pattern Recognition (CVPR'97), pp. 380-386.
19. Jaynes, C., R. Collins, Y. Cheng, X. Wang, F. Stolle, H. Schultz, A. Hanson, and E. Riseman, 1997b. Automatic construction of three-dimensional models of buildings, RADIUS: Image Understanding for Imagery Intelligence (O. Firschein and T. Strat, editors), Morgan Kaufmann, San Francisco, pp. 223-236.
20. Kim, T., and J.P. Muller, 1998. A technique for 3-D building reconstruction, ISPRS Journal of Photogrammetry and Remote Sensing, 64(9):923-930.
21. Klein, L., 1999. Sensor and Data Fusion Concepts and Applications, Second edition, SPIE Optical Engineering Press.
22. Lammi, J., 1996. 3-D modelling of buildings from digital aerial imagery, International Archives of Photogrammetry and Remote Sensing, 31(2):213-217.
23. Liow, Y.T., and T. Pavlidis, 1990. Use of shadows for extracting buildings in aerial images, Computer Vision, Graphics and Image Processing, 49:242-277.
24. Lu, Y., J.C. Trinder, and K. Kubik, 2003. Automatic building extraction based on multi-source data fusion, Proceedings of the Joint Workshop of ISPRS WG I/2, I/5 and IC WG II/IV and EARSeL Special Interest Group for 3D Remote Sensing, University of Hannover, 06-08 October, Germany, unpaginated CD-ROM.
25. Masaharu, H., and H. Hasegawa, 2000. Three-dimensional city modeling from laser scanner data by extracting building polygons using region segmentation method, International Archives of Photogrammetry and Remote Sensing, 33(3):556-562.
26. Mcintosh, K., A. Krupnik, and T. Schenk, 2000. Improvement of automatic DSM generation over urban areas using airborne laser scanner data, International Archives of Photogrammetry and Remote Sensing, 33(3):563-570.
27. McKeown, D.M., 1991. Information fusion in cartographic feature extraction from aerial imagery, Digital Photogrammetric Systems, Wichmann, Karlsruhe, pp. 103-110.
28. Nevatia, R., A. Huertas, and Z. Kim, 1999. The MURI project for rapid feature extraction in urban areas, International Archives of Photogrammetry and Remote Sensing, 32(3-2W5):3-14.
29. Niederost, M., 2001. Automated update of building information in maps using medium-scale Imagery, Automatic Extraction of Man-Made Objects from Aerial and Space Images (III) (E.P. Baltsavias, A. Gruen, and L. Van Gool, editors), Balkema, Lisse, The Netherlands, pp. 161-170.
30. Osher, S., and J.A. Sethian, 1988. Fronts propagating with curvature dependent speed: Algorithms based on Hamilton-Jacobi formulation, Journal of Computational Physics, 79:12-49.
31. Paparoditis, N., G. Maillet, F. Taillandier, F. Jung, L. Guigues, and D. Boldo, 2001. Multi-image 3D feature and DSM extraction for change detection and building reconstruction, Automatic Extraction of Man-Made Objects from Aerial and Space Images (III) (E.P. Baltsavias, A. Gruen, and L. Van Gool, editors), Balkema, Lisse, The Netherlands, pp. 217-230.
32. Paparoditis, N., M. Cord, M. Jordan, and J. Cocquerez, 1998. Building detection and reconstruction from mid- and high-resolution aerial imagery, Computer Vision and Image Understanding-Special Issue on Building Detection and Reconstruction from Aerial Images 72(2):122-142.
33. Rasoulian, H., W. Thompson, L. Kazda, and R. Parra-loera, 1990. Application of the mathematical theory of evidence to the image cueing and image segmentation problem, SPIE Signal and Image Processing Systems Performance Evaluation, 1310:199-206.
34. Sahar, L., and A. Krupnik, 1999. Semiautomatic extraction of building outlines from large-scale aerial image, ISPRS Journal of Photogrammetry and Remote Sensing, 65(4):459-465.
35. Sethian, J.A., 1985. Curvature and the evolution of fronts, Communications In Mathematical Physics 101(4):487-499.
36. Sethian, J.A., 1995. Shape modelling with front propagation: A level set approach, IEEE Transactions on Pattern Analysis and Machine Intelligence, 17(2):158-175.
37. Sethian, J.A., 1999. Level Set Methods and Fast Marching Methods, Cambridge University Press.
38. Shafer, G., 1976. A Mathematical Theory of Evidence, Princeton University Press, Princeton, New Jersey.
39. Shi, Z., and R. Shibasaki, 1995. Automated extraction of man-made structures using region and line-based stereo matching in digital aerial images, Proceeding of GIS AM/AF ASIA'95, Thailand, pp. G.1.1-G.1.10.
40. Shufel, J., and D. McKeown, 1993. Fusion of monocular cues to detect man-made structures in aerial imagery, Computer Vision, Graphics, and Image Processing, 57(3):307-330.
41. Spreeuwears, L., K. Schutte, and Z. Houkes. 1997. A model driven approach to extract buildings from multi-view aerial imagery, Automatic Extraction of Man-Made Objects from Aerial and Space Image (II) (A. Gruen, E.P. Baltsavias, and O. Henricsson, editors), Birkhauser Verlag, Berlin, pp. 109-118.
42. Straub, B., and C. Heipke, 2001. Automatic extraction of trees for 3D city models from images and height data, Automatic Extraction of Man-Made Objects from Aerial and Space Images (III) (E.P. Baltsavias, A. Gruen, and L. Van Gool, editors), Balkema, Lisse, The Netherlands, pp. 267-280.
43. Tönjes, R., 1996. Knowledge based modelling of landscapes, International Archives of Photogrammetry and Remote Sensing, 31(3):868-873.
44. Van Cleynenbreugel, J., S. Osinga, F. Fierene, P. Suetens, and A. Osterlinck, 1991. Road extraction from multi-temporal satellite images by an evidential reasoning approach, Pattern Recognition Letter, 12:371-380.
45. Vosselman, G., 1999. Building reconstruction using planar faces in very high density height data. International Archives of Photogrammetry and Remote Sensing, 32(3-2W5):87-92.
46. Walter, V., 1999. Automated GIS data collection and update, Proceedings of Photogrammetric Week 1999, Stuttgart, Germany, pp. 267-280.