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Review Article

Geometrically modeling 2D scattered points: a review of the potential for methodologically improving mobile laser scanning in data processing

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Pages 432-449 | Received 12 Mar 2012, Accepted 22 Feb 2013, Published online: 03 Apr 2013

References

  • Adams, M., T. Fan, W. S. Wijesoma, and C. Sok. 2008. “Convergent Smoothing and Segmentation of Noisy Range Data in Multiscale Space.” IEEE Transactions on Robotics 24 (3): 746–753. doi:10.1109/TRO.2008.919294.
  • Agarwal, P., M. A. Alam, and R. Biswas. 2010. “Analysing the Agglomerative Hierarchical Clustering Algorithm for Categorical Attributes.” International Journal of Innovation, Management and Technology 1 (2): 186–190. doi:10.7763/IJIMT.2010.V1.34.
  • Alho, P., A. Kukko, H. Hyyppä, H. Kaartinen, J. Hyyppä, and A. Jaakkola. 2009. “Application of Boat-based Laser Scanning for River Survey.” Earth Surface Processes and Landforms 34 (13): 1831–1838. doi:10.1002/esp.1879.
  • Arras, K. O., and R. Siegwart 1997. “Feature Extraction and Scene Interpretation for Map-based Navigation and Map Building.” In Proceeding SPIE ISAM'97, Pittsburgh, PA, October 14–17 (on CDROM).
  • Aschoff, T., and H. Spiecker. 2004. “Algorithms for the Automatic Detection of Trees in Laser Scanner Data.” International Archives of Photogrammetry, RS and SIS 36 (Part 8/W2): 71–75. http://www.isprs.org/proceedings/XXXVI/8-W2/ASCHOFF.pdf..
  • Barber, D., J. Mills, and S. Smith-Voysey. 2008. “Geometric Validation of a Ground-based Mobile Laser Scanning System.” ISPRS Journal of Photogrammetry and Remote Sensing 63 (1): 128–141. doi:10.1016/j.isprsjprs.2007.07.005.
  • Bartneck, C., and M. J. Lyons. 2009. “Facial Expression Analysis, Modelling and Synthesis: Overcoming the Limitations of Artificial Intelligence with the Art of the Soluble.” In Handbook of Research on Synthetic Emotions and Sociable Robotics: New Applications in Affective Computing and Artificial Intelligence, edited by J. Vallverdu and D. Casacuberta, 33–53. Snippet: IGI Global.
  • Biosca, J. M., and J. L. Lerma. 2008. “Unsupervised Robust Planar Segmentation of Terrestrial Laser Scanner Point Clouds Based on Fuzzy Clustering Methods.” ISPRS Journal of Photogrammetry and Remote Sensing 63 (1): 84–98. doi:10.1016/j.isprsjprs.2007.07.010.
  • Bishop, C. M., M. Svensén, and C. K. Williams. 1998. “GTM: The Generative Topographic Mapping.” Neural Computation 10: 215–234. doi:10.1162/089976698300017953.
  • Blaschke, T., and I. Tomljenović. 2012. “LidarScapes and OBIA.” In Proceedings of ASPRS 2012 Annual Conference, Sacramento, CA, March 19–23 (on CDROM).
  • Borges, G. A., and M. J. Aldon. 2004. “Line Extraction in 2D Range Images for Mobile Robotics.” Journal of Intelligent and Robotic Systems 40 (3): 267–297. doi:10.1023/B:JINT.0000038945.55712.65.
  • Brigitte, L. R., and H. Rouanet. 2004. Geometric Data Analysis: From Correspondence Analysis to Structured Data Analysis. Dordrecht: Kluwer.
  • Décoret, X., F. Durand, F. Sillion, and J. Dorsey. 2003. “Billboard Clouds for Extreme Model Simplification.” ACM Transactions on Graphics 22 (3): 689–696. doi:10.1145/882262.882326.
  • Dietmayer, K. C. J., J. Sparbert, and D. Streller 2001. “Model Based Object Classification and Object Tracking in Traffic Scenes from Range Images.” In Proceedings IEEE IV'01, Tokyo, May 13–16 (on CDROM).
  • Diosi, A., and L. Kleeman 2003. “Uncertainty of Line Segments Extracted from Static SICK PLS Laser Scans.” In Proceedings ACRA'03, Brisbane, December 1–3 (on CDROM).
  • Duda, R. O., and P. E. Hart. 1973. Pattern Classification and Scene Analysis. New York: John Wiley & Sons.
  • Duncanson, L. I., K. O. Niemann, and M. A. Wulder. 2010. “Estimating Forest Canopy Height and Terrain Relief from GLAS Waveform Metrics.” Remote Sensing of Environment 114 (1): 138–154. doi:10.1016/j.rse.2009.08.018.
  • Ecabert, O., J. Peters, H. Schramm, C. Lorenz, J. von Berg, M. J. Walker, M. Vembar, et al. 2008. “Automatic Model-based Segmentation of the Heart in CT Images.” IEEE Transactions on Medical Imaging 27 (9): 1189–1201. doi:10.1109/TMI.2008.918330.
  • Ellum, C. 2001. “The Development of a Backpack Mobile Mapping System.” Master thesis, The University of Calgary, Canada.
  • Farahani, H. S. 2007. “Teleoperator Turn Maneuver Assistance for a Mars Rover with Local Elevation Maps.” Master Thesis, University of Würzburg, Würzburg, Germany.
  • Fernández, C., V. Moreno, B. Curto, and J. A. Vicente. 2010. “Clustering and Line Detection in Laser Range Measurements.” Robots and Autonomous Systems 58 (5): 720–726. doi:10.1016/j.robot.2009.10.008.
  • Fischler, M., and R. Bolles. 1981. “Random Sample Consensus: A Paradigm for Model Fitting with Application to Image Analysis and Automated Cartography.” Communications of the ACM 24 (6): 381–395. doi:10.1145/358669.358692.
  • Fitzgibbon, A., M. Pilu, and R. B. Fisher. 1999. “Direct Least Square Fitting of Ellipses.” IEEE Transactions on Pattern Analysis and Machine Intelligence 21 (5): 476–480. doi:10.1109/34.765658.
  • Forsberg, J., U. Larsson, and A. Wernersson. 1995. “Mobile Robot Navigation Using the Range-weighted Hough Transform.” IEEE Robotics & Automation Magazine 2 (1): 18–26. doi:10.1109/100.388295.
  • Forsyth, D. A., and J. Ponce. 2003. Computer Vision: A Modern Approach. Saddle River, NJ: Prentice Hall.
  • Gächter, S., V. Nguyen, and R. Siegwart 2006. “Results on Range Image Segmentation for Service Robots.” In Proceedings ICVS'06, New York, January 5–7 (on CDROM).
  • Gander, W., G. H. Golub, and R. Strebel. 1994. “Least-squares Fitting of Circles and Ellipses.” BIT 34 (4): 558–578. doi:10.1007/BF01934268.
  • Gonzalez, R. C., and R. E. Woods 2007. Digital Image Processing. 3rd ed. Saddle River, NJ: Prentice Hall.
  • Grady, L. 2006. “Random Walks for Image Segmentation.” IEEE Transactions on Pattern Analysis and Machine Intelligence 28 (11): 1768–1783. doi:10.1109/TPAMI.2006.233.
  • Grady, L., and E. L. Schwartz. 2006. “Isoperimetric Graph Partitioning for Image Segmentation.” IEEE Transactions on Pattern Analysis and Machine Intelligence 28 (3): 469–475. doi:10.1109/TPAMI.2006.57.
  • Graham, L. 2010. “Mobile Mapping Systems Overview.” Photogrammetric Engineering & Remote Sensing 76: 222–228. http://www.geocue.com/workflows/mar10_mms.pdf
  • Gruen, A., and D. Akca. 2005. “Least Squares 3D Surface and Curve Matching.” ISPRS Journal of Photogrammetry and Remote Sensing 59 (3): 151–174. doi:10.1016/j.isprsjprs.2005.02.006.
  • Haala, N. 2009. “Comeback of Digital Image Matching.” In Photogrammetric Week'09, 289–301, Heidelberg, Stuttgart, September 7–11.
  • Haindl, M., and P. Žid. 1997. “Fast Segmentation of Range Images.” Lecture Notes in Computer Science 1310: 295–302. doi:10.1007/3-540-63507-6_214.
  • Hinks, T., H. Carr, and D. Laefer. 2009. “Flight Optimization Algorithms for Aerial LiDAR Capture for Urban Infrastructure Model Generation.” Journal of Computing in Civil Engineering 23 (6): 330–339. doi:10.1061/(ASCE)0887-3801(2009)23:6(330).
  • Hoover, A., G. Jean-Baptiste, X. Jiang, P. J. Flynn, H. Bunke, D. B. Goldgof, K. Bowyer, D. W. Eggert, A. Fitzgibbon, and R. B. Fisher. 1996. “An Experimental Comparison of Range Image Segmentation Algorithms.” IEEE Transactions on Pattern Analysis and Machine Intelligence 18 (7): 673–689. doi:10.1109/34.506791.
  • Horowitz, S. L., and T. Pavlidis. 1976. “Picture Segmentation by a Tree Traversal Algorithm.” Journal of the ACM 23 (2): 368–388. doi:10.1145/321941.321956.
  • Hyyppä, J., O. Kelle, M. Lehikoinen, and M. Inkinen. 2001. “A Segmentation-based Method to Retrieve Stem Volume Estimates from 3-D Tree Height Models Produced by Laser Scanners.” IEEE Transactions on Geoscience and Remote Sensing 39 (5): 969–975. doi:10.1109/36.921414.
  • Jaakkola, A., J. Hyyppä, H. Hyyppä, and A. Kukko. 2008. “Retrieval Algorithms for Road Surface Modelling Using Laser-based Mobile Mapping.” Sensors 8 (9): 5238–5249. doi:10.3390/s8095238.
  • Jaakkola, A., J. Hyyppä, A. Kukko, X. Yu, M. Kaartinen, M. Lehtomäki, Y. Lin. 2010. “A Low-cost Multi-sensoral Mobile Mapping System and its Feasibility for Tree Measurements.” ISPRS Journal of Photogrammetry and Remote Sensing 65 (6): 514–522. doi:10.1016/j.isprsjprs.2010.08.002.
  • Jiang, X., and H. Bunke. 1994. “Fast Segmentation of Range Images into Planar Regions by Scan Line Grouping.” Machine Vision and Applications 7 (2): 115–122. doi:10.1007/BF01215806.
  • Jiang, X., H. Bunke, and U. Meier. 2000. “High-level Feature Based Range Image Segmentation.” Image and Vision Computing 18 (10): 817–822. doi:10.1016/S0262-8856(99)00049-9.
  • Kaasalainen, S., H. Kaartinen, A. Kukko, K. Anttila, and A. Krooks. 2011. “Brief Communication “Application of Mobile Laser Scanning in Snow Cover Profiling”.” The Cryosphere 5 (1): 135–138. doi:10.5194/tc-5-135-2011.
  • Kato, A., L. M. Moskal, P. Schiess, M. E. Swanson, D. Calhoun, and W. Stuetzle. 2009. “Capturing Tree Crown Formation through Implicit Surface Reconstruction Using Airborne LIDAR Data.” Remote Sensing of Environment 113 (6): 1148–1162. doi:10.1016/j.rse.2009.02.010.
  • Kégl, B., A. Krzyzak, T. Linder, and K. Zeger. 2000. “Learning and Design of Principal Curves.” IEEE Transactions on Pattern Analysis and Machine Intelligence 22 (3): 281–297. doi:10.1109/34.841759.
  • Kenmochi, Y., L. Buzer, A. Sugimoto, and I. Shimizu. 2008. “Discrete Plane Segmentation and Estimation from a Point Cloud Using Local Geometric Patterns.” International Journal of Automation and Computing 5 (3): 246–256. doi:10.1007/s11633-008-0246-1.
  • Khalifa, I., M. Moussa, and M. Kamel. 2003. “Range Image Segmentation Using Local Approximation of Scan Lines with Application to CAD Model Acquisition.” Machine Vision and Applications 13 (5,6): 263–274. doi:10.1007/s00138-002-0083-0.
  • Kohonen, T. 1995. Self-organizing Maps. Berlin: Springer.
  • Krotkov, E., M. Hebert, L. Henriksen, P. Levin, M. Manimone, R. Simmons, and J. Teza. 1999. “Evolution of a Prototype Lunar Rover: Addition of Laser-based Hazard Detection, and Results from Field Trials in Lunar Analog Terrain.” Autonomous Robots 7 (2): 119–130. doi:10.1023/A:1008926000060.
  • Kukko, A., C. O. Andrei, V. M. Salminen, H. Kaartinen, Y. Chen, P. Rönnholm, H. Hyppä, et al. 2007. “Road Environment Mapping System of the Finnish Geodetic Institute – FGI Roamer.” International Archives of Photogrammetry, RS and SIS 36 (Part 3/W52): 241–247. http://www.isprs.org/proceedings/XXXVI/3-W52/final_papers/Kukko_2007b.pdf
  • Kwak, D.-A., W.-K. Lee, J.-H. Lee, G. S. Biging, and P. Gong. 2007. “Detection of Individual Trees and Estimation of Tree Height Using LiDAR Data.” Journal of Forest Research 12 (6): 425–434. doi:10.1007/s10310-007-0041-9.
  • Leberl, F., A. Irschara, T. Pock, P. Meixner, M. Gruber, S. Scholz, and A. Wiechert. 2010. “Point Clouds: Lidar versus 3D Vision.” Photogrammetric Engineering & Remote Sensing 76: 1123–1134. http://www.cis.rit.edu/~cnspci/references/dip/urban_extraction/leberl2010.pdf
  • Leger, P.C. 1999. Fast Planar Segmentation of Range Data for Mobile Robots. United States Patent, No. 5978504.
  • Lehtomäki, M., A. Jaakkola, J. Hyyppä, A. Kuukko, and H. Kaartinen. 2010. “Detection of Vertical Pole-like Objects in a Road Environment Using Vehicle-based Laser Scanning Data.” Remote Sensing 2: 641–664. doi:10.3390/rs2030641.
  • Leon, S. J. 2009. Linear Algebra with Applications. 8th ed. New Jersey: Prentice Hall.
  • Lin, Y., and J. Hyyppä. 2010. “Geometry and Intensity Based Culvert Detection in Mobile Laser Scanning Point Clouds.” Journal of Applied Remote Sensing 4: Article Number: 043553. doi:10.1117/1.3518442.
  • Lin, Y., and J. Hyyppä. 2011. “k-Segments-based Geometric Modelling of VLS Scan Lines.” IEEE Geoscience and Remote Sensing Letters 8 (1): 93–97. doi:10.1109/LGRS.2010.2051940.
  • Lin, Y., J. Hyyppä, and A. Jaakkola. 2011. “Mini-UAV-borne LiDAR for Fine-scale Mapping.” IEEE Geoscience and Remote Sensing Letters 8 (3): 426–430. doi:10.1109/LGRS.2010.2079913.
  • Lovell, J. L., D. L. B. Jupp, G. J. Newnham, and D. S. Culvenor. 2011. “Measuring Tree Stem Diameters Using Intensity Profiles from Ground-based Scanning LiDAR from a Fixed Viewpoint.” ISPRS Journal of Photogrammetry and Remote Sensing 66 (1): 46–55. doi:10.1016/j.isprsjprs.2010.08.006.
  • Maas, H.-G., and G. Vosselman. 1999. “Two Algorithms for Extracting Building Models from Raw Laser Altimetry Data.” ISPRS Journal of Photogrammetry and Remote Sensing 54 (2,3): 153–163. doi:10.1016/S0924-2716(99)00004-0.
  • Mettenleiter, M., N. Obertreiber, F. Härtl, F. Ehm, J. Baur, and C. Fröhlich. 2008. “3D Laser Scanner as Part of Kinematic Measurement Systems.” In Proceedings 1st MCG, edited by H. Ingensand, and W. Stempfhuber, ETH: Zurich, June 24–26 (on CDROM).
  • Morsdorf, F., E. Meier, B. Kötz, K. I. Itten, M. Dobbertin, and B. Allgöwer. 2004. “LiDAR-based Geometric Reconstruction of Boreal Type Forest Stands at Single Tree Level for Forest and Wildland Fire Management.” Remote Sensing of Environment 92 (3): 353–362. doi:10.1016/j.rse.2004.05.013.
  • Natonek, E. 1998. “Fast Range Image Segmentation for Servicing Robots.” In Proceedings IEEE ICRA'98, 406–411, Leuven, May 16–20.
  • Nebiker, S., S. Bleisch, and M. Christen. 2010. “Rich Point Clouds in Virtual Globes – A New Paradigm in City Modeling? Computers, Environment and Urban Systems 34 (6): 508–517. doi:10.1016/j.compenvurbsys.2010.05.002.
  • Nelson, R., G. Parker, and M. Hom. 2003. “A portable Airborne Laser System for Forest Inventory.” Photogrammetric Engineering & Remote Sensing 69: 267–273. http://www.asprs.org/a/publications/pers/2003journal/march/2003_mar_267-273.pdf
  • Nguyen, V., A. Martinelli, N. Tomatis, and R. Siegwart 2005. “A Comparison of Line Extraction Algorithms Using 2D Laser Rangefinder for Indoor Mobile Robotics.” In Proceedings IEEE IRS 2005, 1929–1934. Edmonton, August 2–8.
  • Ohlander, R., K. Price, and D. R. Reddy. 1978. “Picture Segmentation Using a Recursive Region Splitting Method.” Computer Graphics and Image Processing 8 (3): 313–333. doi:10.1016/0146-664X(78)90060-6.
  • Pavlidis, T., and S. L. Horowitz. 1974. “Segmentation of Plane Curves.” IEEE Transactions on Computers C 23 (8): 860–870. doi:10.1109/T-C.1974.224041.
  • Petrie, G. 2010. “An Introduction to the Technology – Mobile Mapping Systems.” Geoinformatics (1,2): 32–43. http://web2.ges.gla.ac.uk/~gpetrie/Petrie_Mobile_Mapping_Systems_Jan-Feb_2010.pdf
  • Pfister, S. T., S. I. Roumeliotis, and J. W. Burdick 2003. “Weighted Line Fitting Algorithms for Mobile Robot Map Building and Efficient Data Representation.” In Proceedings ICRA'03, Taipei, September 14–19 (on CDROM).
  • Pitas, I. 2000. Digital Image Processing Algorithms and Applications. New York: John Wiley & Sons.
  • Premebida, C., and U. Nunes 2005. “Segmentation and Geometric Primitives Extraction from 2D Laser Range Data for Mobile Robot Applications.” In Robótica'05, Coimbra, April 29–May 1, 17–25.
  • Pu, S., M. Rutzinger, G. Vosselman, and S. O. Elberink. 2011. “Recognizing Basic Structures from Mobile Laser Scanning Data for Road Inventory Studies.” ISPRS Journal of Photogrammetry and Remote Sensing 66 (6): S28–S39. doi:10.1016/j.isprsjprs.2011.08.006.
  • Riegl. 2010. Riegl VMX-250 Datasheet. Accessed August 8. http://www.riegl.com/nc/products/mobile-scanning/produktdetail/product/scannersystem/6/
  • Rosnell, T., and E. Honkavaara. 2012. “Point Cloud Generation from Aerial Image Data Acquired by a Quadrocopter Type Micro Unmanned Aerial Vehicle and a Digital Still Camera.” Sensors 12 (12): 453–480. doi:10.3390/s120100453.
  • Sagerer, G., and H. Niemann. 1997. Semantic Networks for Understanding Scenes (p. 512). New York: Plenum.
  • Santos, S., J. E. Faria, F. Soares, R. Araújo, and U. Nunes 2003. “Tracking of Multi-obstacles with Laser Range Data for Autonomous Vehicles.” In Robotica'03, Lisbon, May 8–11, 59–65.
  • Schnabel, R., R. Wahl, and R. Klein. 2007. “Efficient RANSAC for Point-cloud Shape Detection.” Computer Graphics Forum 26 (2): 214–226. doi:10.1111/j.1467-8659.2007.01016.x.
  • Senthilkumaran, N., and R. Rajesh. 2009. “Edge Detection Techniques for Image Segmentation – A Survey of Soft Computing Approaches.” International Journal of Recent Trends in Engineering 1 (2): 250–254. http://www.academypublisher.com/ijrte/vol01/no02/ijrte0102250254.pdf
  • Shapiro, L. G., and G. C. Stockman. 2001. Computer Vision. New Jersey: Prentice-Hall.
  • Shi, J. B., and J. Malik. 2000. “Normalized Cuts and Image Segmentation.” IEEE Transactions on Pattern Analysis and Machine Intelligence 22 (8): 888–905. doi:10.1109/34.868688.
  • Siadat, A., A. Kaske, S. Klausmann, M. Dufaut, and R. Husson. 1997. “An Optimized Segmentation Method for a 2d Laser Rangefinder to Mobile Robot Navigation.” In Proceedings 3rd ICICA, 153–158, Annecy, June 9–11.
  • Sithole, G., and G. Vosselman. 2006. “Bridge Detection in Airborne Laser Scanner Data.” ISPRS Journal of Photogrammetry and Remote Sensing 61 (1): 33–46. doi:10.1016/j.isprsjprs.2006.07.004.
  • Starly, B., A. Lau, W. Sun, W. Lau, and T. Bradbury. 2005. “Direct Slicing of STEP Based NURBS Models for Layered Manufacturing.” Computer-Aided Design 37 (4): 387–397. doi:10.1016/j.cad.2004.06.014.
  • Tolso, R., and A. Fusiello. 2008. “Robust Multiple Structures Estimation with J-linkage.” Lecture Notes in Computer Science 5302: 537–547. doi:10.1007/978-3-540-88682-2_41.
  • Vandorpe, J., H. V. Brussel, and H. Xu 1996. “Exact Dynamic Map Building for a Mobile Robot Using Geometrical Primitives Produced by a 2D Range Finder.” In Proceedings IEEE ICRA'96, 901–908, Minneapolis, Minnesota, April 22–28.
  • Verbeek, J. J., N. Vlassis, and B. Kröse. 2002. “A k-segments Algorithm for Finding Principal Curves.” Pattern Recognition Letters 23 (8): 1009–1017. doi:10.1016/S0167-8655(02)00032-6.
  • Verbeek, J. J., N. Vlassis, and B. Kröse. 2006. “A Soft k-segments Algorithm for Principal Curves.” Lecture Notes in Computer Science 2130: 450–456. doi:10.1007/3-540-44668-0_63.
  • Vosselman, G., B. G. H. Gorte, G. Sithole, and T. Rabbani. 2004. “Recognising Structure in Laser Scanner Point Clouds.” International Archives of Photogrammetry, RS and SIS 36 (Part 8/W2): 33–38. http://www.isprs.org/proceedings/XXXVI/8-W2/VOSSELMAN.pdf
  • Wu, Z., and R. Leahy. 1993. “An Optimal Graph Theoretic Approach to Data Clustering: Theory and its Application to Image Segmentation.” IEEE Transactions on Pattern Analysis and Machine Intelligence 15 (11): 1101–1113. doi:10.1109/34.244673.
  • Wu, Y., Y. Wong, H. Loh, and Y. Zhang. 2004. “Modelling Cloud Data Using an Adaptive Slicing Approach.” Computer-Aided Design 36: 231–240. doi:10.1016/S0010-4485(03)00097-6.
  • Wulder, M. A., T. Han, J. C. White, T. Sweda, and H. Tsuzuki. 2007. “Integrating Profiling LiDAR with Landsat Data for Regional Boreal Forest Canopy Attribute Estimation and Change Characterization.” Remote Sensing of Environment 110: 123–137. doi:10.1016/j.rse.2007.02.002.
  • Xavier, J., M. Pacheco, D. Castro, A. Ruano, and U. Nunes 2005. “Fast Line, Arc/Circle and Leg Detection from Laser Scan Data in a Player Driver.” In Proceedings IEEE ICRA'05, 3930–3935, Barcelona, April 18–22.
  • Yu, X., J. Hyyppä, A. Kukko, M. Maltamo, and H. Kaartinen. 2006. “Change Detection Techniques for Canopy Height Growth Measurements using Airborne Laser Scanner Data.” Photogrammetric Engineering & Remote Sensing 72 (12): 1339–1348. http://www.asprs.org/a/publications/pers/2006journal/december/2006_dec_1339-1348.pdf
  • Yuan, X., C. X. Zhao, and H. F. Zhang. 2010. “Road Detection and Corner Extraction Using High Definition LiDAR.” Information Technology Journal 9 (5): 1022–1030. doi:10.3923/itj.2010.1022.1030.
  • Zahn, C. T. 1971. “Graph-theoretical Methods for Detecting and Describing Gestalt Clusters.” IEEE Transactions on ComputersC-20 (1): 68–86. doi:10.1109/T-C.1971.223083.
  • Zampa, F., and D. Conforti. 2009. “Mapping with Mobile LiDAR.” GIM International 23: 35–37. http://www.gim-international.com/issues/articles/id1306-Mapping_with_Mobile_Lidar.html
  • Zhang, J. P., and D. W. Chen. 2006. “Constraint k-segment Principal Curves.” In ICIC 2006, LNCS, edited by D.S. Huang, K. Li, and G.W. Irwin, 345–350. Kunming, China, August 16–19, 4113.
  • Zhao, H., and R. Shibasaki. 2003. “A Vehicle-borne Urban 3-D Acquisition System Using Single-row Laser Range Scanners.” IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 33 (4): 658–666. doi:10.1109/TSMCB.2003.814280.
  • Zuliani, M., C. S. Kenney, and B. S. Manjunath 2005. “The MultiRANSAC Algorithm and its Application to Detect Planar Hymnographies.” In Proceedings IEEE ICIP, Genoa, September 11–14 (on CDROM).

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