Seamless fusion of LiDAR and aerial imagery for building extraction

IEEE Transactions on Geoscience and Remote Sensing

Volumn 52, Issue 11, 2014, Pages 7393-7407

  Zhou, Guoqing ^a   Zhou, Xiang ^a  

^a GUILIN UNIVERSITY OF TECHNOLOGY   (China)

Author keywords

Aerial image; extraction; house; image processing; light detection and ranging (LiDAR); urban

Indexed keywords

AERIAL PHOTOGRAPHY; DATA PROCESSING; EXTRACTION; HOUSES; IMAGE PROCESSING;

AERIAL IMAGE PROCESSING; AERIAL IMAGES; BUILDING EXTRACTION; DIGITAL BUILDING MODELS; GEOMETRIC FEATURE; LIGHT DETECTION AND RANGING; PLANAR EQUATIONS; URBAN;

OPTICAL RADAR;

AERIAL PHOTOGRAPH; BUILDING; DATA PROCESSING; EXPERIMENTAL STUDY; GEOMETRY; IMAGE PROCESSING; LIDAR;

EID: 84902077883     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2014.2311991     Document Type: Article

References (52)

1. A. Ahmadi, A. Salman, M. J. Valadan Zoej, H. Ebadi, H. Abrishami Moghaddam, and A. Mohammadzadeh, "Automatic urban building boundary extraction from high resolution aerial images using an innovative model of active contours," Int. J. Appl. Earth Observ. Geoinf., vol. 12, no. 3, pp. 150-157, Jun. 2010.
2. P. Axelsson, "Processing of laser scanner data-Algorithms and applications," ISPRS J. Photogramm. Remote Sens., vol. 54, no. 2/3, pp. 138-147, Jul. 1999. (Pubitemid 29347698)
3. C. Baillard and H. Maître, "3-D reconstruction of urban scenes from aerial stereo imagery: A focusing strategy," Comput. Vis. Image Understanding, vol. 76, no. 3, pp. 244-258, Dec. 1999. (Pubitemid 30528063)
4. G. Le Besnerais, M. Sanfourche, and F. Champagnat, "Dense height map estimation from oblique aerial image sequences," Comput. Vis. Image Understanding, vol. 109, no. 2, pp. 204-225, Feb. 2008.
5. I. Biederman, "Human image understanding: Recent research and a theory," Comput. Vis., Graph Image, vol. 32, no. 1, pp. 29-73, Oct. 1985. (Pubitemid 15608130)
6. M. Cord, M. Jordan, and J.-P. Cocquerez, "Accurate building structure recovery from high resolution aerial imagery," Comput. Vis. Image Understanding, vol. 82, no. 2, pp. 138-173, May 2001. (Pubitemid 32486756)
7. S. J. Dickinson, A. P. Pentland, and A. Rosenfeld, "3-D shape recovery using distributed aspect matching," IEEE Trans. Pattern Anal. Mach. Intell., vol. 14, no. 2, pp. 174-197, Feb. 1992.
8. H. L. Dong, M. L. Kyoung, and U. L. Sang, "Fusion of lidar and imagery for reliable building extraction," Photogramm. Eng. Remote Sens., vol. 74, no. 2, pp. 215-225, Feb. 2008. (Pubitemid 351224052)
9. E. Nima, V. Zoej, M. Javad, M. Z. Sahebi, and A. Mohammadzadeh, "Automatic building extraction from LiDAR digital elevation models and WorldView imagery," J. Appl. Remote Sens., vol. 3, no. 1, pp. 033571-1-033571-12, Jan. 2009.
10. A. Fischer, T. H. Kolbe, F. Lang, A. B. Cremers, W. Förstner, L. Plümer, and V. Steinhage, "Extracting buildings from aerial images using hierarchical aggregation in 2D and 3D," Comput. Vis. Image Understanding, vol. 72, no. 2, pp. 185-203, Nov. 1998. (Pubitemid 128428167)
11. M. Fradkin, H. Maître, and M. Roux, "Building detection from multiple aerial images in dense urban areas," Comput. Vis. Image Understanding, vol. 82, no. 3, pp. 181-207, Jun. 2001. (Pubitemid 32749821)
12. K. Fujii and T. Arikawa, "Urban object reconstruction using airborne laser elevation image and aerial image," IEEE Trans. Geosci. Remote Sens., vol. 40, no. 10, pp. 2234-2240, Oct. 2002.
13. P. Gamba and B. Houshmand, "Joint analysis of SAR, LiDAR and aerial imagery for simultaneous extraction of land cover, DTM and 3D shape of buildings," Int. J. Remote Sens., vol. 23, no. 20, pp. 4439-4450, Jan. 2002.
14. A. Habib, M. Ghanma, M. Morgan, and R. Al-Ruzouq, "Photogrammetric and lidar data registration using linear features," Photogramm. Eng. Remote Sens., vol. 71, no. 6, pp. 699-707, Jun. 2005. (Pubitemid 43150232)
15. T. Hermosilla, L. A. Ruiz, J. A. Recio, and J. Estornell, "Evaluation of automatic building detection approaches combining high resolution images and LiDAR data," Remote Sens., vol. 3, no. 6, pp. 1188-1210, Jun. 2011.
16. H. Jinhui, S. You, and U. Neumann, "Integrating LiDAR, aerial image and ground images for complete urban building modeling," in Proc. 3rd Int. Symp. 3DPVT, Jun. 2006, pp. 184-191.
17. C. Jaynes, E. Riseman, and A. Hanson, "Recognition and reconstruction of buildings from multiple aerial images," Comput. Vis. Image Understanding, vol. 90, no. 1, pp. 68-98, Apr. 2003.
18. F. Jung, "Detecting building changes from multitemporal aerial stereopairs," ISPRS J. Photogramm. Remote Sens., vol. 58, no. 3/4, pp. 187-201, Jan. 2004. (Pubitemid 38106041)
19. M. Kabolizade, H. Ebadi, and S. Ahmadi, "An improved snake model for automatic extraction of buildings from urban aerial images and LiDAR data," Comput., Environ. Urban Syst., vol. 34, no. 5, pp. 435-441, Aug. 2010.
20. K. Khoshelham, C. Nardinocchi, E. Frontoni, A. Mancini, and P. Zingaretti, "Performance evaluation of automated approaches to building detection in multi-source aerial data," ISPRS J. Photogramm. Remote Sens., vol. 65, no. 1, pp. 123-133, Jan. 2010.
21. T. Kim and J.-P. Muller, "Automated urban area building extraction from high resolution stereo imagery," Image Vis. Comput., vol. 14, no. 2, pp. 115-130, Mar. 1996. (Pubitemid 126349521)
22. Y. C. Lee and K. S. Lei, "Machine understanding: Extraction and unification of manufacturing features," IEEE Comput. Graphics Appl., vol. 7, no. 1, pp. 20-32, Jan. 1987.
23. A. Mastin, J. Kepner, and J. Fisher, III, "Automatic registration of LiDAR and optical images of urban scenes," in Proc. IEEE CVPR Workshops, 2009, pp. 2639-2646.
24. T. Matsuyama, "Knowledge-based aerial image understanding system and expert systems for image processing," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 3, pp. 305-316, Mar. 1987.
25. H. Mayer, "Automatic object extraction from aerial imagery-A survey focusing on buildings," Comput. Vis. Image Understanding, vol. 74, no. 2, pp. 138-149, May 1999.
26. D. M. McKeown, "Automating knowledge acquisition for aerial image interpretation," Comput. Vis., Graph, Image, vol. 46, no. 1, pp. 37-81, Apr. 1989.
27. D. M. McKeown, "Knowledge-based aerial photo interpretation," Photogrammetria, vol. 39, no. 3, pp. 91-123, Sep. 1984.
28. R. Mohan and R. Nevatia, "Using perceptual organization to extract 3-D structures," IEEE Trans. Pattern Anal. Mach. Intell., vol. 11, no. 11, pp. 1121-1139, Nov. 1989. (Pubitemid 20630604)
29. M. Morgan and K. Tempfli, "Automatic building extraction from airborne laser scanning data," Int. Arch. Photogramm. Remote Sens., vol. 33, no. B3, pp. 616-623, 2000.
30. D. O'Donohue, S. Mills, S. Bartie, P. Park, and A. David, "Combined thermal-LiDAR imagery for urban mapping," in Proc. 23rd IVCNZ, 2008, pp. 1-6.
31. N. Paparoditis, M. Cord, M. Jordan, and J.-P. Cocquerez, "Building detection and reconstruction from mid-and high-resolution aerial imagery," Comput. Vis. Image Understanding, vol. 72, no. 2, pp. 122-142, Nov. 1998. (Pubitemid 128428164)
32. J. Peng, D. Zhang, and Y. Liu, "An improved snake model for building detection from urban aerial images," Pattern Recog. Lett., vol. 26, no. 5, pp. 587-595, Apr. 2005. (Pubitemid 40319622)
33. S. Pu and G. Vosselman, "Knowledge based reconstruction of building models from terrestrial laser scanning data," ISPRS J. Photogramm. Remote Sens., vol. 64, no. 6, pp. 575-584, Nov. 2009.
34. Z. Ren, M. Cen, and G. Zhou, "Filtering method of LiDAR data based on contours," J. Remote Sens., vol. 13, no. 1, pp. 55-62, 2009, (Chinese).
35. F. Rottensteiner, J. Trinder, S. Clode, and K. Kubik, "Building detection by fusion of airborne laser scanner data and multi-spectral images: Performance evaluation and sensitivity analysis," ISPRS J. Photogramm. Remote Sens., vol. 62, no. 2, pp. 135-149, Jun. 2007. (Pubitemid 46856859)
36. F. Rottensteiner, "Automatic generation of high-quality building models from LiDAR data," IEEE Comput. Graphics Appl., vol. 23, no. 6, pp. 42-50, Nov./Dec. 2003.
37. M. Rutzinger, F. Rottensteiner, and N. Pfeifer, "A comparison of evaluation techniques for building extraction from airborne laser scanning," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 2, no. 1, pp. 11-20, Mar. 2009.
38. A. Sampath and J. Shan, "Building boundary tracing and regularization from airborne lidar point clouds," Photogramme. Eng. Remote Sens., vol. 73, no. 7, pp. 805-812, Jul. 2007. (Pubitemid 47025749)
39. T. Schenk and B. Csatho, "Fusion of lidar data and aerial imagery for a more complete surface description," Int. Arch. Photogramm., Remote Sens. Spatial Inf. Sci., vol. 34, no. 3A, pp. 301-317, 2002.
40. B. Sirmacek and C. Unsalan, "Urban-area and building detection using SIFT keypoints and graph theory," IEEE Trans. Geosci. Remote Sens., vol. 47, no. 4, pp. 1156-1167, Apr. 2009.
41. E. Simonetto, H. Oriot, and R. Garello, "Rectangular building extraction from stereoscopic airborne radar images," IEEE Trans. Geosci. Remote Sens., vol. 43, no. 10, pp. 2386-2395, Oct. 2005. (Pubitemid 41634587)
42. G. Sithole and G. Vosselman, "Experimental comparison of filter algorithms for bare-Earth extraction from airborne laser scanning point clouds," ISPRS J. Photogramm. Remote Sens., vol. 59, no. 1/2, pp. 85-101, Aug. 2004. (Pubitemid 38991723)
43. 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)
44. I. Suveg and G. Vosselman, "Reconstruction of 3D building models from aerial images and maps," ISPRS J. Photogramm. Remote Sens., vol. 58, no. 3/4, pp. 202-224, Jan. 2004. (Pubitemid 38119069)
45. L. Wang and U. Neumann, "A robust approach for automatic registration of aerial images with untextured aerial LiDAR data," in Proc. IEEE CVPR Workshops, 2009, pp. 2623-2630.
46. G. Yan, G. Zhou, and C. Li, "Automatic extraction of power lines from large-scale aerial images," IEEE Trans. Geosci. Remote Sens. Lett., vol. 4, no. 3, pp. 387-391, Jul. 2007. (Pubitemid 47117445)
47. Y. Yu, B. P. Buckles, and X Liu, "Residential building reconstruction based on the data fusion of sparse LiDAR data and satellite imagery," in Proc. 5th ISVC, II, vol. 5876 LNCS, Lecture Notes in Computer Science, 2009, pp. 240-251.
48. S. Zabuawala, H. Nguyen, H. Wei, and J. Yadegar, "Fusion of LiDAR and aerial imagery for accurate building footprint extraction," in Proc. SPIE, IS T Electron. Imaging, Image Process., Mach. Vis. Appl., Feb. 2009, vol. 7251, pp. 72510Z-1-72510Z-11.
49. L. Zebedin, A. Klaus, B. Gruber-Geymayer, and K. Karner, "Towards 3D map generation from digital aerial images," ISPRS J. Photogramm. Remote Sens., vol. 60, no. 6, pp. 413-427, Sep. 2006. (Pubitemid 44310998)
50. K. Zhang, J. Yan, and S. Chen, "Automatic construction of building footprints from airborne LiDAR data," IEEE Trans. Geosci. Remote Sens., vol. 44, no. 9, pp. 2523-2532, Sep. 2006.
51. G. Zhou, C. Song, J. Simmers, and P. Cheng, "Urban 3D GIS from LiDAR and digital aerial images," Comput. Geosci., vol. 30, no. 4, pp. 345-353, May 2004. (Pubitemid 38629779)
52. G. Zhou, "Geo-referencing of video flow from small low-cost civilian UAV," IEEE Trans. Autom. Eng. Sci., vol. 7, no. 1, pp. 156-166, Jan. 2010.