Abstract
Orthophotos (or orthoimages if in digital form) have long been recognised as a supplement or alternative to standard maps. The increasing applications of orthoimages require efforts to ensure the accuracy of produced orthoimages. As digital photogrammetry technology has reached a stage of relative maturity and stability, the availability of high quality ground control points (GCPs) and digital elevation models (DEMs) becomes the central issue for successfully implementing an image orthorectification project. Concerns with the impacts of the quality of GCPs and DEMs on the quality of orthoimages inspire researchers to look for more reliable approaches to acquire high quality GCPs and DEMs for orthorectification. Light Detection and Ranging (LiDAR), an emerging technology, offers capability of capturing high density three dimensional points and generating high accuracy DEMs in a fast and cost-effective way. Nowadays, highly developed computer technologies enable rapid processing of huge volumes of LiDAR data. This leads to a great potential to use LiDAR data to get high quality GCPs and DEMs to improve the accuracy of orthoimages. This paper presents methods for utilizing LiDAR intensity images to collect high accuracy ground coordinates of GCPs and for utilizing LiDAR data to generate a high quality DEM for digital photogrammetry and orthorectification processes. A comparative analysis is also presented to assess the performance of proposed methods. The results demonstrated the feasibility of using LiDAR intensity image-based GCPs and the LiDAR-derived DEM to produce high quality orthoimages.
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AAMHatch. Corangamite CMA airborne laser survey data documentation, AAMHatch Pty Ltd. Melbourne, Australia, 2003.
Y.B. Acharya, S. Sharma, and H. Chandra. “Signal induced noise in PMT detection of lidar signals,” Measurement, Vol. 35(3):269–276, 2004.
F. Ackermann. “Airborne laser scanning - present status and future expectations,” ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 54(4):64–67, 1999.
F. Ackermann and P. Krzystek. “Complete automation of digital aerial triangulation,” Photogrammetric Record, Vol. 15(89):645–656, 1997.
S. Ahlberg, U. Söderman, M. Elmqvist, and A. Persson. “On modelling and visualisation of high resolution virtual environments using lidar data,” in Proceeding of 12th International Conference on Geoinformatics, pp. 299–306, Gävle, Sweden, 2004.
T.A. Ali. “On the selection of an interpolation method for creating a terrain model (TM) from LIDAR data,” in Proceeding of the American Congress on Surveying and Mapping (ACSM) Conference 2004, Nashville, TN, USA, 2004.
A. Almansa, F. Cao, Y. Gousseau and B. Rougé. “Interpolation of digital elevation models using AMLE and related methods,” IEEE Transactions on Geoscience and Remote Sensing, Vol. 40(2):314–325, 2002.
F. Amhar, J. Jansa and C. Ries. “The generation of true orthophotos using a 3D building model in conjunction with a conventional DTM,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 32(Part 4):16–22, 1998.
N.S. Arnold, W.G. Rees, B.J. Devereux, and G.S. Amable. “Evaluating the potential of high-resolution airborne LiDAR data in glaciology,” International Journal of Remote Sensing, Vol. 27(6):1233–1251, 2006.
E.P. Baltsavias and R. Bill. “Scanners - a survey of current technology and future needs,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 30(Part 1):130–143, 1994.
E.P. Baltsavias. “Photogrammetric scanners - survey, technological developments and requirements,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 32(Part 1):44–52, 1998.
E.P. Baltsavias. “A comparison between photogrammetry and laser scanning,” ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 54(4):83–89, 1999.
E.P. Baltsavias, E. Favey, A. Bauder and H. Bosch. “Digital surface modelling by airborne laser scanning and digital photogrammetry for glacier monitoring,” Photogrammetric Record, Vol. 17(98):243–273, 2001.
M. Barbarella, V. Lenzi and M. Zanni. “Integration of airborne laser data and high resolution satellite images over landslides risk areas,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 35(B4):945–950, 2004.
C.P. Barber and A.M. Shortrudge. Light Detection and Ranging (LiDAR)-derived Elevation Data for Surface Hydrology Applications. Institute of Water Resource, Michigan State University: USA, 2004.
T. Blaschke, D. Tiede and M. Heurich. “3D landscape metrics to modelling forest structure and diversity based on laser scanning data,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 36(8/W2):129–132, 2004.
E.V. Browell, W.B. Grant and S. Ismail. “Airborne LiDAR system,” in T. Fujii and T. Fukuchi (Eds.), Laser Remote Sensing, pp. 723–779, Taylor and Francis: Boca Raton, London, New York and Singapore, 2005.
V. Chaplot, F. Darboux, H. Bourennane, S. Leguédois, N. Silvera, and K. Phachomphon. “Accuracy of interpolation techniques for the derivation of digital elevation models in relation to landform types and data density,” Geomorphology, Vol. 77(1–2):126–141, 2006.
A.P. Charaniya, R. Manduchi, and S.K. Lodha. “Supervised parametric classification of aerial LiDAR data,” in Proceeding of 2004 Conference on Computer Vision and Pattern Recognition Workshop (CVPRW’04), Washington D.C., USA, 2004.
F. Coren, D. Visintini, G. Prearo, and P. Sterzai. “Integrating LiDAR intensity measures and hyperspectral data for extracting of cultural heritage,” in Proceeding of Italy - Canada 2005 Workshop on 3D Digital Imaging and Modeling: Applications of Heritage, Industry, Medicine and Land, Padova, Italy, 2005.
DSE. Product Description - Vicmap Elevation, Department of Sustainability and Environment. Victoria, Australia, 2002.
DSE. Product Description - Vicmap Features, Department of Sustainability and Environment. Victoria, Australia, 2005.
DSE. Product Description - Vicmap Transport, Department of Sustainability and Environment. Victoria, Australia, 2005.
Leica Geosystems. Leica photogrammetry suite orthoBASE and orthoBASE Pro user’s guide, Leica Geosystems GIS and Mapping, LLC, Atlanta, GA, USA, 2003.
A. Habib, M. Ghanma, M. Morgan, and R. Al-Ruzouq. “Photogrammetric and LiDAR data registration using linear features,” Photogrammetric Engineering and Remote Sensing, Vol. 71(6):699–707, 2005.
A.F. Habib, M.S. Ghanma, C.J. Kim, and E. Mitishita. “Alternative approaches for utilizing LiDAR as a source of control information for photogrammetric models,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 35(B1):193–198, 2004.
M. Hollaus, W. Wagner, and K. Kraus. “Airborne laser scanning and usefulness for hydrological models,” Advances in Geosciences, Vol. 5(1):57–63, 2005.
A.V. Jelalian. Laser Radar Systems, Artech House: Boston and London, 1992.
S. Kaasalainen, E. Ahokas, J. Hyyppä and J. Suomalainen. “Study of surface brightness from backscattered laser intensity: Calibration of laser data,” IEEE Geoscience and Remote Sensing Letters, Vol. 2(3):255–259, 2005.
M. Kasser and Y. Egels. Digital Photogrammetry. Taylor and Francis: London and New York, 2002.
A. Krupnik. “Accuracy prediction for ortho-image generation,” Photogrammetric Record, Vol. 18(101):41–58, 2003.
D. Li, J. Gong, Y. Guan, and C. Zhang. “Accuracy analysis of digital orthophotos,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 36(W20):241–244, 2002.
X. Liu, J. Peterson, and Z. Zhang. “High-resolution DEM generated from LiDAR data for water resource management,” in Proceeding of International Congress on Modelling and Simulation ’MODSIM05’, pp. 1402–1408, Melbourne, Australia, 2005.
X. Liu, J. Peterson, Z. Zhang and S. Chandra. “Improving soil salinity prediction with high resolution DEM derived from LiDAR data,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 36(7/W20):41–43, 2005.
C.D. Lloyd and P.M. Atkinson. “Deriving ground surface digital elevation models from LiDAR data with geostatistics,” International Journal of Geographical Information Science, Vol. 20(5):535–563, 2006.
J.L. Lovell, D.L. B. Jupp, D.S. Culvenor, and N.C. Coops. “Using airborne and ground-based ranging lidar to measure canopy structure in Australian forests,” Canadian Journal of Remote Sensing, Vol. 29(5):606–622, 2003.
A. Macke and M. Großklaus. “Light scattering by nospherical raindrops: implications for LiDAR remote sensing of rainrates,” Journal of Quantitative Spectroscopy and Radiative Transfer, Vol. 60(3):355–363, 1998.
M.G. Mardikis, D.P. Kalivas, and V.J. Kollias. “Comparison of interpolation methods for the prediction of reference evapotranspiration - an application in Greece,” Water Resources Management, Vol. 19(3):251–278, 2005.
G. Méjean, J. Kasparian, E. Salmon, J. Yu, J.P. Wolf, R. Bourayou, R. Sauerbrey, M. Rodriguez, L. Wöste, H. Lehmann, B. Stecklum, U. Laux, J. Eislöffel, A. Scholz, and A.P. Hatzes. “Towards a supercontinuum-based infrared lidar,” Applied Physics B: Lasers and Optics, Vol. 77(2–3):357–359, 2003.
T. Moffiet, K. Mengersen, C. Witte, R. King, and R. Denham. “Airborne laser scanning: exploratory data analysis indicates potential variables for classification of individual trees or forest stands according to species,” ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 59(5):289–309, 2005.
T. Mukai, A.M. Nakamura, and T. Sakai. “Asteroidal surface studies by laboratory light scattering and LIDAR on HAYABUSA,” Advances in Space Research, Vol. 37(1):138–141, 2006.
J.A. Parian and A. Gruen. “Integrated laser scanner and intensity image calibration and accuracy assessment,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 36(3/W19):18–23, 2005.
C.E. Parrish, G.H. Tuell, W.E. Carter, and R.L. Shrestha. “Configuring an airborne laser scanner for detecting airport obstructions,” Photogrammetric Engineering and Remote Sensing, Vol. 71(1):37–46, 2005.
S.E. Reutebuch, H.E. Andersen and R.J. McGaughey. “Light detection and ranging (LIDAR): An emerging tool for multiple resource inventory,” Journal of Forestry, Vol. 103(6):286–292, 2005.
Y. Sheng, P. Gong and G.S. Biging. “Orthoimage production for forested areas from large-scale aerial photographs,” Photogrammetric Engineering and Remote Sensing, Vol. 69(3):259–266, 2003.
W.Z. Shi and Y. Tian. “A hybrid interpolation method for the refinement of a regular grid digital elevation model,” International Journal of Geographical Information Science, Vol. 20(1):53–67, 2006.
J.H. Song, S.H. Han, K. Yu, and Y.I. Kim. “Assessing the possibility of land-cover classification using lidar intensity data,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 34(Part 3A):259–262, 2002.
W. Wagner, A. Ullrich, T. Melzer, C. Briese, and K. Kraus. “From single-pulse to full-waveform airborne laser scanners: potential and practical challenges,” International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. 35(B3), 2004.
A.S. Walker. “Responses to users: the continuing evolution of commercial digital photogrammetry,” Photogrammetric Record, Vol. 16(93):469–483, 1999.
D. Watkins. LiDAR Types and Uses: with a Case Study in Forestry, Department of Geography, Pennsylvania State University, USA, 2005.
T.L. Webster and G. Dias. “An automated GIS procedure for comparing GPS and proximal LiDAR elevations,” Computers and Geosciences, Vol. 32(6):713–726, 2006.
A. Wehr and U. Lohr. “Airborne laser scanning - an introduction and overview,” ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 54(4):68–82, 1999.
C. Weitkamp. “LiDAR: Introduction,” in T. Fujii and T. Fukuchi (Eds.), Laser Remote Sensing, pp. 1–36, Taylor and Francis: Boca Raton, London, New York and Singapore, 2005.
R. Welch and T. Jordan. “Using scanned aerial photographs,” in S. Morain and S.L. Baros (Eds.), Raster Imagery in Geographic Information Systems, pp. 1–36, OnWord: Santa Fe, NM, USA, 1996.
K.Q. Zhang, S.C. Chen, D. Whitman, M.L. Shyu, J.H. Yan, and C.C. Zhang. “A progressive morphological filter for removing nonground measearements from airborne LiDAR data,” IEEE Transactions on Geoscience and Remote Sensing, Vol. 41(4):872–882, 2003.
G. Zhou, W. Chen, J.A. Kelmelis, and D. Zhang. “A comprehensive study on urban true orthorectification,” IEEE Transactions on Geoscience and Remote Sensing, Vol. 43(9):2147–3138, 2005.
G. Zhou, W. Schichler, A. Thorpe, P. Song, W. Chen, and C. Song. “True orthoimage generation in urban areas with very tall buildings,” International Journal of Remote Sensing, Vol. 25(22):5163–5180, 2004.
D. Zimmerman, C. Pavlik, A. Ruggles, and M.P. Armstrong. “An experimental comparison of ordinary and universal Kriging and inverse distance weighting,” Mathematical Geology, Vol. 31(4):375–389, 1999.
Acknowledgment
The authors would like to thank three anonymous reviewers for their valuable comments and suggestions. We are also grateful to the Corangamite Catchment Management Authority for providing LiDAR data and other datasets to support this project.
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Liu, X., Zhang, Z., Peterson, J. et al. LiDAR-Derived High Quality Ground Control Information and DEM for Image Orthorectification. Geoinformatica 11, 37–53 (2007). https://doi.org/10.1007/s10707-006-0005-9
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DOI: https://doi.org/10.1007/s10707-006-0005-9