Automated urban analysis based on LiDAR-derived building models

IEEE Transactions on Geoscience and Remote Sensing

Volumn 51, Issue 3, 2013, Pages 1844-1851

  González Aguilera, Diego ^a   Crespo Matellán, Eugenia ^a   Hernández López, David ^b   Rodríguez Gonzálvez, Pablo ^a  

^a UNIVERSITY OF SALAMANCA   (Spain)

^b UNIVERSITY OF CASTILLA LA MANCHA   (Spain)

Author keywords

Building density; building extraction; light detection and ranging (LiDAR); urban analysis

Indexed keywords

AIRBORNE LASER SCANNERS; AUTOMATED APPROACH; AUTOMATED METHODS; BUILDING COVERAGE RATIOS; BUILDING DENSITIES; BUILDING EXTRACTION; BUILDING MODEL; EXTENSION MODULE; FLOOR AREA RATIOS; GEOMETRIC INFORMATION; LIGHT DETECTION AND RANGING; SPATIAL ANALYSTS; URBAN ANALYSIS; URBAN DENSITY;

AUTOMATION; BUILDINGS; LAWS AND LEGISLATION; OPTICAL RADAR;

URBAN GROWTH;

ALGORITHM; DATA SET; DESIGN; GEOMETRY; LIDAR; NUMERICAL MODEL; URBAN AREA; URBAN DEVELOPMENT;

AVILA [CASTILLA Y LEON]; CASTILLA Y LEON; SPAIN;

EID: 84874665436     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2012.2205931     Document Type: Article

References (45)

1. N. Paparoditis, M. Cord, M. Jordan, and J.-P. Cocquerez, "Building detection and reconstruction from mid-and high-resolution aerial imagery," Comput. Vis. Image Understand., vol. 72, no. 2, pp. 122-142, Nov. 1998. (Pubitemid 128428164)
2. J. A. Shufelt, "Performance evaluation and analysis of monocular building extraction from aerial imagery," IEEE Trans. Pattern Anal. Mach. Intell., vol. 21, no. 4, pp. 311-326, Apr. 1999.
3. S. Lhomme, D. C. He, C. Weber, and D. Morin, "A new approach to building identification from very-high-spatial-resolution images," Int. J. Remote Sens., vol. 30, no. 5, pp. 1341-1354, Jan. 2009.
4. D. R. Streutker, "Satellite-measured growth of the urban heat island of Houston, Texas," Remote Sens. Environ., vol. 85, no. 3, pp. 282-289, May 2003. (Pubitemid 36536507)
5. H. Liu and K. Jezek, "Automated extraction of coastline from satellite imagery by integrating Canny edge detection and locally adaptive thresholding methods," Int. J. Remote Sens., vol. 25, no. 5, pp. 937-958, 2004. (Pubitemid 38329654)
6. X.-Z. Pan, Q.-G. Zhao, J. Chen, Y. Liang, and B. Sun, "Analyzing the variation of building density using high spatial resolution satellite images: The example of Shanghai City," Sensors, vol. 8, no. 4, pp. 2541-2550, 2008.
7. U. Weidner and W. Förstner, "Towards automatic building extraction from high-resolution digital elevation models," ISPRS J. Photogramm. Remote Sens., vol. 50, no. 4, pp. 38-49, Aug. 1995. (Pubitemid 26439842)
8. E. P. Baltsavias, "A comparison between photogrammetry and laser scanning," ISPRS J. Photogramm. Remote Sens., vol. 54, no. 2/3, pp. 83-94, 1999. (Pubitemid 29347692)
9. F. J. Aguilar, J. P. Mills, J. Delgado, M. A. Aguilar, J,. G. Negreiros, and J. L. Pérez, "Modelling vertical error in LiDAR-derived digital elevation models," ISPRS J. Photogramm. Remote Sens., vol. 65, no. 1, pp. 103-110, Jan. 2010.
10. G. Priestnall, J. Jaafar, and A. Duncan, "Extracting urban features from LiDAR digital surface models," Comput., Environ. Urban Syst., vol. 24, no. 2, pp. 65-78, Mar. 2000. (Pubitemid 30174830)
11. G. Forlani, C. Nardinocchi, M. Scaioni, and P. Zingaretti, "Complete classification of raw LIDAR data and 3D reconstruction of buildings," Pattern Anal. Appl., vol. 8, no. 4, pp. 357-374, Feb. 2006. (Pubitemid 43190444)
12. B. Yu, H. Liu, L. Zhang, and J. Wu, "An object-based two-stage method for a detailed classification of urban landscape components by integrating airborne LiDAR and color infrared image data: A case study of downtown Houston," in Proc. Joint Urban Remote Sens. Event, 2009, pp. 1-8.
13. M. Dalponte, L. Bruzzone, and D. Gianelle, "Fusion of hyperspectral and LIDAR remote sensing data for classification of complex forest areas," IEEE Trans. Geosci. Remote Sens., vol. 46, no. 5, pp. 1416-1427, May 2008.
14. C. Mallet, F. Bretar, M. Roux, U. Soergel, and C. Heipke, "Relevance assessment of full-waveform lidar data for urban area classification," ISPRS J. Photogramm. Remote Sens., vol. 66, no. 6, pp. S71-S84, Dec. 2011.
15. F. Rottensteiner, "Automatic generation of high-quality building models from lidar data," IEEE Comput. Graph. Appl., vol. 23, no. 6, pp. 42-50, Nov./Dec. 2003.
16. R. Ma, "DEM generation and building detection from Lidar data," Photogramm. Eng. Remote Sens., vol. 71, no. 7, pp. 847-854, Jul. 2005. (Pubitemid 43142230)
17. F. Bretar and N. Chehata, "Terrain modeling from lidar range data in natural landscapes: A predictive and Bayesian framework," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 3, pp. 1568-1578, Mar. 2010.
18. L. Graham, "Mobile mapping systems overview," Photogramm. Eng. Remote Sens., vol. 76, no. 3, pp. 222-228, Mar. 2010.
19. G. Petri, "Mobile mapping systems: An introduction to the technology," Geoinformatics, vol. 13, no. 1, pp. 32-43, Jan. 2010.
20. P. Rieger, N. Studnicka, M. Pfennigbauer, and A. Ullrich, "Advances in mobile laser scanning data acquisition," in Proc. FIG Congr., Sydney, Australia, 2010.
21. N. El-Sheimy and K. P. Schwarz, "Navigating urban areas by VISAT- A mobile mapping system integrating GPS/INS/digital cameras for GIS applications," Navigation, vol. 45, no. 4, pp. 275-285, Winter 1999.
22. D. Manandhar and R. Shibasaki, "Auto-extraction of urban features from vehicle-borne laser data," Int. Archives Photogramm., Remote Sens. Spatial Inf. Sci., vol. 34, pt. 4, 2002.
23. D. Barber, J. Mills, and S. Smith-Voysey, "Geometric validation of a ground-based mobile laser scanning system," ISPRS J. Photogramm. Remote Sens., vol. 63, no. 1, pp. 128-141, Jan. 2008.
24. H.-G. Maas and G. Vosselman, "Two algorithms for extracting building models from raw laser altimetry data," ISPRS J. Photogramm. Remote Sens., vol. 54, no. 2/3, pp. 153-163, 1999. (Pubitemid 29347700)
25. L. Matikainen, J. Hyyppä, and H. Hyyppä, "Automatic detection of buildings from laser scanner data for map updating," in Proc. 3-D Reconstruct. Airborne Laser Scanner InSAR Data, Dresden, Germany, 2003, pp. 85-91.
26. F. Rottensteiner, J. Trinder, S. Clode, and K. K. T. Kubik, "Automated delineation of roof planes from Lidar data," in Proc. ISPRS Workshop Laser Scanning, Enschede, The Netherlands, 2005, pp. 221-226.
27. P. Gamba and B. Houshmand, "Digital surface models and building extraction: A comparison of IFSAR and LIDAR data," IEEE Trans. Geosci. Remote Sens., vol. 38, no. 4, pp. 1959-1968, Jul. 2000.
28. D. H. Lee, K. M. Lee, and S. U. Lee, "Fusion of Lidar and imagery for reliable building extraction," Photogramm. Eng. Remote Sens., vol. 74, no. 2, pp. 215-225, Feb. 2008.
29. D. González-Aguilera, P. Rodríguez-Gonzálvez, and J. Gómez-Lahoz, "An automatic procedure for co-registration of terrestrial laser scanners and digital cameras," ISPRS J. Photogramm. Remote Sens., vol. 64, no. 3, pp. 308-316, May 2009.
30. T. T. Vu, F. Yamazaki, and M. Matsuoka, "Multi-scale solution for building extraction from LiDAR and image data," Int. J. Appl. Earth Observ. Geoinf., vol. 11, no. 4, pp. 281-289, 2009.
31. B. Yu, H. Liu, and J. Wu, "A method for urban vegetation classification using airborne LiDAR data and high resolution remote sensing images," J. Image Graph., vol. 15, no. 5, pp. 782-789, 2010.
32. C. Brenner, "Building extraction," in Airborne and Terrestrial Laser Scanning, H.-G. Mass and G. Vosselman, Eds. New York: Whittlesey House, 2010, pp. 169-212.
33. F. Rottensteiner and C. Briese, "A new method for building extraction in urban areas from high-resolution LIDAR data," in Proc. PCV, Graz, Austria, 2002, pp. 295-301.
34. N. Haala and C. Brenner, "Extraction of buildings and trees in urban environments," ISPRS J. Photogramm. Remote Sens., vol. 54, no. 2/3, pp. 130-137, 1999. (Pubitemid 29347697)
35. G. Sohn and I. Dowman, "Data fusion of high-resolution satellite imagery and LiDAR data for automatic building extraction," ISPRS J. Photogramm. Remote Sens., vol. 62, no. 1, pp. 43-63, May 2007. (Pubitemid 46654759)
36. G. Vosselman and S. Dijkman, "3D building model reconstruction from point clouds and ground plans," in Proc. ISPRS Workshop-Land Surface Mapping Characterization Using Laser Altimetry, Annapolis, MD, 2001, pp. 37-44.
37. P. Axelsson, "DEM generation from laser scanner data using adaptive TIN models," in Proc. 19th ISPRS Congr., Amsterdam, The Netherlands, 2000, pp. 110-117.
38. K. Kraus and N. Pfeifer, "Determination of terrain models in wooded areas with airborne laser scanner data," ISPRS J. Photogramm. Remote Sens., vol. 53, no. 4, pp. 193-203, Aug. 1998. (Pubitemid 28494429)
39. G. Vosselman, "Slope based filtering of laser altimetry data," in Proc. 19th ISPRS Congr., Amsterdam, The Netherlands, 2000, pp. 935-942.
40. N. Pfeifer, P. Stadler, and C. Briese, "Derivation of digital terrain models in the SCOP++ environment," in Proc. OEEPE Workshop Airborne Laserscann. Interferometr. SAR Digital Elevation Models, Stockholm, Sweden, 2001.
41. N. A. Akel, O. Zilberstein, and Y. Doytsher, "A robust method used with orthogonal polynomials and road network for automatic terrain surface extraction from LIDAR data in urban areas," in Proc. 20th ISPRS Congr., Istanbul, Turkey, 2004, pp. 274-279.
42. A. Sampath and S. Jie, "Segmentation and reconstruction of polyhedral building roofs from aerial lidar point clouds," IEEE Trans. Geosci. Remote Sens., vol. 48, no. 3, pp. 1554-1567, Mar. 2010.
43. E. A. S. Galvanin and A. P. Dal Poz, "Extraction of building roof contours from LiDAR data using a Markov-random-field-based approach," IEEE Trans. Geosci. Remote Sens., vol. 50, no. 3, pp. 981-987, Mar. 2012.
44. P. V. C. Hough, "Method and means for recognizing complex patterns," U.S. Patent 3 069 654, Dec. 18, 1962.
45. M. A. Fischler and R. C. Bolles, "Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography," Commun. ACM, vol. 24, no. 6, pp. 381-395, Jun. 1981.