Investigating the applicability of Cartosat-1 DEMs and topographic maps to localize large-area urban mass concentrations

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Volumn 7, Issue 10, 2014, Pages 4138-4152

  Wurm, Michael ^a   D'Angelo, Pablo ^a   Reinartz, Peter ^a   Taubenböck, Hannes ^a  

^a GERMAN AEROSPACE CENTER DLR   (Germany)

Author keywords

Building model; Cartosat; Digital elevation models; Topographic maps

Indexed keywords

ECONOMIC AND SOCIAL EFFECTS; GEOMETRY; MAPS; OPTICAL RADAR;

BUILDING MODEL; CARTOSAT; DIGITAL ELEVATION MODEL; DIGITAL SURFACE MODELS; GEOMETRIC RESOLUTION; LIGHT DETECTION AND RANGING; METROPOLITAN REGIONS; TOPOGRAPHIC MAP;

BUILDINGS;

ACCURACY ASSESSMENT; CARTOSAT; DIGITAL ELEVATION MODEL; METROPOLITAN AREA; TOPOGRAPHIC MAPPING;

GERMANY;

EID: 85027949730     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2014.2346655     Document Type: Article

References (60)

1. S. Fina, A. Krehl, S. Siedentop, H. Taubenböck, and M. Wurm, "Getting closer! New ways of integrating geodata, statistics and remote sensing to analyze and visualize urban structures using density surfaces and profiles," Raumforsch Raumordn, vol. 72, no. 3, pp. 179-194, 2014, doi: 10.1007/s13147-014-0279-6.
2. C. Acioly, Jr. and F. Davidson, "Density in urban development," Build. Issues, vol. 8, no. 3, pp. 3-25, 1996.
3. H. Taubenböck et al., "Delineation of central business districts in mega city regions using remotely sensed data," Remote Sens. Environ., vol. 136, pp. 386-401, Sep. 2013, doi: 10.1016/j.rse.2013.05.019.
4. F. Scholten, K. Gwinner, R. Tauch, and O. Boulgakova, "HRSCAX - High-resolution orthoimages and digital surface models for urban regions," in Proc. 2nd GRSS/ISPRS Joint Workshop Remote Sens. Data Fusion Urban Areas, 2003, pp. 225-229, doi: 10.1109/DFUA.2003.1219992.
5. F. Rottensteiner et al., "Results of the ISPRS benchmark on urban object detection and 3D building reconstruction," ISPRS J. Photogramm. Remote Sens., vol. 93, pp. 256-271, Jul. 2014, doi: 10.1016/j.isprsjprs.2013.10.004.
6. B. Sirmacek, H. Taubenböck, and P. Reinartz, "Performance evaluation for 3-D city model generation of six different DSMs from air- and spaceborne sensors," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 5, no. 1, pp. 59-70, Feb. 2012, doi: 10.1109/JSTARS.2011.2178399.
7. T. Krauss, P. Reinartz, M. Lehner, and U. Stilla, "Coarse and fast modelling of urban areas from high resolution stereo satellite images," in Proc. Urban Remote Sens. Joint Event, Apr. 11-13, 2007, pp. 1-12, doi: 10.1109/URS.2007.371777.
8. T. Krauss, M. Lehner, and P. Reinartz, "Generation of coarse 3D models of urban areas from high resolution stereo satellite images," in Proc. Int. Arch. Photogramm. Remote Sens., Beijing, China, 2008, pp. 1091-1098.
9. S. Eckert and T. Hollands, "Comparison of automatic DSM generation modules by processing IKONOS stereo data of an urban area," IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 3, no. 2, pp. 162-167, Jun. 2010, doi: 10.1109/JSTARS.2010.2047096.
10. A. Thiele, E. Cadario, K. Schulz, U. Thonnessen, and U. Soergel, "Building recognition from multi-aspect high-resolution InSAR data in urban areas," IEEE Trans. Geosci. Remote Sens., vol. 45, no. 11, pp. 3583-3593, Nov. 2007, doi: 10.1109/TGRS.2007.898440.
11. U. Soergel, E. Michaelsen, A. Thiele, E. Cadario, and U. Thoennessen, "Stereo analysis of high-resolution SAR images for building height estimation in cases of orthogonal aspect directions," ISPRS J. Photogramm. Remote Sens., vol. 64, no. 5, pp. 490-500, Sep. 2009, doi: 10.1016/j.isprsjprs.2008.10.007.
12. F. Ackermann, "Airborne laser scanning-present status and future expectations," ISPRS J. Photogramm. Remote Sens., vol. 54, no. 2-3, pp. 64-67, Jul. 1999, doi: 10.1016/S0924-2716(99)00009-X.
13. 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, Jul. 1999.
14. 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. 2/3, pp. 135-149, Jun. 2007, doi: 10.1016/j.isprsjprs.2007.03.001.
15. G. Miliaresis and N. Kokkas, "Segmentation and object-based classification for the extraction of the building class from LiDAR DEMs," Comput. Geosci., vol. 33, no. 8, pp. 1076-1087, Aug. 2007, doi: 10.1016/j.cageo.2006.11.012.
16. N. Haala, C. Brenner, and K.-H. Anders, "3D urban gis from laser altimeter and 2D map data," Int. Arch. Photogramm. Remote Sens., vol. 32, pp. 339-346, 1998.
17. D. Gonzalez-Aguilera, E. Crespo-Matellan, and D. Hernandez-Lopez, and P. Rodriguez-Gonzalvez, "Automated urban analysis based on LiDAR-derived building models," IEEE Trans. Geosci. Remote Sens., vol. 51, no. 3, pp. 1844-1851, Mar. 2013, doi: 10.1109/TGRS.2012. 2205931.
18. M. Adolphson, "Estimating a polycentric urban structure. Case study: Urban changes in the stockholm region 1991-2004," J. Urban Planning Develop., vol. 135, no. 1, pp. 19-30, Mar. 2009, doi: 10.1061/(ASCE)0733-9488(2009)135:1(19).
19. M. Adolphson, "Kernel densities and mixed functionality in a multicentred urban region," Environ. Plann. B, vol. 37, no. 3, pp. 550-566, 2010, doi: 10.1068/b35061.
20. NRSA. (2006). Cartosat-1 Data User's Handbook, NRSA [Online]. Available: http://www.euromap.de/download/P5-data-user-handbook.pdf
21. P. d'Angelo, M. Lehner, and T. Krauss, "Towards automated DEM generation from high resolution stereo satellite images," in Proc. Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. B4, 2008, pp. 1137-1142.
22. Euromap. (2013). Euromaps 3D. Digital Surface Model, Product Specification [Online]. Available: http://www.euromap.de/pdf/Euro-Maps-3D-productinfo-V2.0-20130828.pdf
23. M. Crespi et al., "Orientation, orthorectification, DSM extraction and 3D city modeling by cartosat-1 stereo imagery: First results of a test over Rome," in Proc. ISPRS Comm. IV Symp., Sep. 27-30, 2006, p. 6.
24. J. Tian, P. Reinartz, P. d'Angelo, and M. Ehlers, "Region-based automatic building and forest change detection on Cartosat-1 stereo imagery," ISPRS J. Photogramm. Remote Sens., vol. 79, pp. 226-239, May 2013, doi: 10.1016/j.isprsjprs.2013.02.017.
25. P. Gamba, F. Dell'Acqua, and B. Dasarathy, "Urban remote sensing using multiple data sets: Past, present and future," Inf. Fusion, vol. 6, no. 4, pp. 319-326, Dec. 2005.
26. R. Pal and K. Pal, "A review on image segmentation techniques," Pattern Recognit., vol. 26, no. 9, pp. 1277-1294, 1993.
27. G. Meinel, R. Hecht, H. Herold, and G. Schiller, "Automatische Ableitung von stadtstrukturellen Grundlagendaten und Integration in einem Geographischen Informationssystem," Forschungen (BBR), vol. 134, p. 108, 2008 [Online]. Available: http://www2.ioer.de/recherche/pdf/2008- meinel-forschungen134.pdf
28. G. Meinel, R. Hecht, and H. Herold, "Analyzing building stock using topographic maps and GIS," Build. Res. Inf., vol. 37, no. 5-6, pp. 468- 482, Nov. 2009, doi: 10.1080/09613210903159833.
29. C. Brenner, "Interactive modeling tools for 3D building reconstruction," in Proc. Photogramm. Week , Stuttgart, Germany, 1999, pp. 23-34.
30. C. Brenner, "Dreidimensionale Gebäuderekonstruktion aus digitalen Oberflächenmodellen und Grundrissen," Ph.D. dissertation, Univ. Stuttgart, Stuttgart, Germany, 2000, 124p.
31. G. Vosselman and S. Dijkman, "3D building model reconstruction from point clouds and ground plans," in Proc. ISPRS Int. Arch. Photogramm. Remote Sens., XXXII-3/W4, Annapolis, MD, USA, 1999, pp. 37-43.
32. L.-C. Chen, T.-A. Teo, C.-Y. Kuo, and J.-Y. Rau, "Shaping polyhedral buildings by the fusion of vector maps and lidar point clouds," Photogramm. Eng. Remote Sens., vol. 74, no. 9, pp. 1147-1157, Sep. 2008, doi: 10.14358/PERS.74.9.1147.
33. R. Wang, "3D building modeling using images and LiDAR: A review," Int. J. Image Data Fusion, vol. 4, no. 4, pp. 273-292, Dec. 2013, doi: 10.1080/19479832.2013.811124.
34. A. Krehl, S. Siedentop, H. Taubenböck, and M. Wurm, "Agglomeration economies shaping the spatial structure in German city regions?," in Proc. AESOP Annu. Congr., Utrecht/Delft, The Netherlands, 2014, p. 14.
35. H. Hirschmüller, "Stereo processing by semiglobal matching and mutual information," IEEE Trans. Pattern Anal. Mach. Intell., vol. 30, no. 2, pp. 328-341, Feb. 2008.
36. GeoBasisNRW. (2013). "ATKIS - Digitale Topographische Karte 1:25.000 (DTK25)," Bezirksregierung Köln [Online]. Available: http://www.bezreg-koeln.nrw.de/brk-internet/presse/publikationen/geobasis/fal tblatt-geobasis-atkis01.pdf
37. BKG. (2014). Digital Topographic Map 1:25 000, Preliminary Edition, DTK25-V [Online]. Available: http://www.geodatenzentrum.de/ docpdf/dtk25-v-eng.pdf
38. Geodatenzentrum. (2014). Digital Basis Landscape Model (AAA Modelling) [Online]. Available: http://www.geodatenzentrum.de/docpdf/ basis-dlm-aaa eng.pdf
39. BKG. (2013). Digital Terrain Models for Germany [Online]. Available: http://www.bkg.bund.de/nn 171762/EN/FederalOffice/Products/Geo- Data/Digital-Terrain-Models/DGM-Germany/DGMGermany-node.html -nnn=true#doc171766bodyText2
40. R. Zabih and J. Woodfill, "Non-parametric local transforms for computing visual correspondence," in Proc. 3rd Eur. Conf. Comput. Vis., London, U.K., 1994, pp. 151-158.
41. P. d'Angelo, "Image matching and outlier removal for large scale DSM generation," in Proc. ISPRS Symp. Comm. I. Convergence Geomatics (CGC & ISPRS), Calgary, Canada, 2010, pp. 1-5.
42. J. Grodecki and G. Dial, "Block adjustment of high-resolution satellite images described by rational polynomials," Photogramm. Eng. Remote Sens., vol. 69, no. 1, pp. 59-68, Jan. 2003, doi: 10.14358/PERS.69.1.59.
43. P. K. Srivastava et al., "Recent advances in CARTOSAT-1 data processing," in Proc. ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci., Hannover, Germany, 2007, p. 10.
44. D. G. Lowe, "Distinctive image features from scale-invariant keypoints," Int. J. Comput. Vis., vol. 60, no. 2, pp. 91-110, 2004.
45. P. d'Angelo and P. Reinartz, "DSM based orientation of large stereo satellite image blocks," in Proc. ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. XXXIX-B1, Melbourne, Australia, 2012, pp. 209-214.
46. T. Krauinnodatabeta and P. d'Angelo, "Morphological filling of digital elevation models," in Proc. ISPRS Int. Arch. Photogramm. Remote Sens. Spat. Inf. Sci. XXXVIII-4/W19, Hannover, Germany, 2011, pp. 165-172.
47. G. Grohman, G. Kroenung, and J. Strebeck, "Filling SRTM voids: The delta surface fill method," Photogramm. Eng. Remote Sens., vol. 72, no. 3, pp. 213-216, 2006.
48. Definiens. (2009). eCognition v 8.0 [Online]. Available: http://www. ecognition.com/sites/default/files/eCognition%20v8- Datasheet.pdf
49. G. Gröger, T. H. Kolbe, C. Nagel, and K.-H. Häfele. (2012). OGC City Geography Markup Language (CityGML) Encoding Standard [Online]. Available: http://www.opengis.net/spec/citygml/2.0
50. M. Wurm, H. Taubenböck, and S. Dech, "Quantification of urban structure on building block level utilizing multisensoral remote sensing data," in Proc. SPIE Europe, Berlin, Germany, 2010, p. 12.
51. M. Wurm, H. Taubenböck, M. Schardt, T. Esch, and S. Dech, "Object-based image information fusion using multisensor earth observation data over urban areas," Int. J. Image Data Fusion, vol. 2, no. 2, pp. 121-147, Jun. 2011, doi: 10.1080/19479832.2010.543934.
52. A. Forsyth. (2003). "Measuring density: Working definitions for residential density and building intensity," Design Brief [Online]. Available: http://www.corridordevelopment.org/pdfs/from-MDC-Website/db9.pdf
53. S. Openshaw, The Modifiable Areal Unit Problem. Norwich, U.K.: Geo Books, 1983.
54. EFGS. (2014). GRID ETRS89 LAEA 1K [Online]. Available: http://www.efgs.info/data/european-datasets/eurogrid
55. G. Foody, "Status of land cover classification accuracy assessment," Remote Sens. Environ., vol. 80, no. 1, pp. 185-201, Apr. 2002.
56. R. G. Congalton and K. Green, Assessing the Accuracy of Remotely Sensed Data: Principles and Practices. Boca Raton, FL, USA: CRC Press, 2008, 200p.
57. 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, doi: 10.1109/JSTARS.2009.2012488.
58. C. Heipke, H. Mayer, C. Wiedemann, and O. Jamet, "Evaluation of automatic road extraction," in Proc. Int. Arch. Photogramm. Remote Sens., Stuttgart, Germany, Sep. 17-19, 1997, vol. 32/3-4W2, pp. 151-160.
59. J. Cohen, "A coefficient of agreement of nominal scales," Educ. Psychol. Meas., vol. 20, no. 1, pp. 37-46, 1960.
60. F. Rottensteiner, J. Trinder, S. Clode, and K. Kubik, "Using the Dempster-Shafer method for the fusion of LIDAR data and multi-spectral images for building detection," Inf. Fusion, vol. 6, no. 4, pp. 283-300, Dec. 2005.