Empirical Comparison of Full-Waveform Lidar Algorithms

As third-party lidar software manufacturers are increasingly adding support for full-waveform data, a common question is which algorithm(s) to implement. To this end, a new approach is needed to compare and contrast various lidar waveform processing strategies from a practical, operational perspective. Quality and type of information output, processing speed, suitability for particular applications, robustness against poor parameter selection, and more subjective measures related to user experience are of interest. This paper describes a new empirical method of comparing range extraction and discrimination performance of different algorithms, based on a ranging-lab setup with multiple, adjustable screen targets, with precisely-measured separations. We present the results of comparing three different algorithms described in the scientific literature. The results show distinct differences and also indicate that there is no “one-size-fits-all” approach: the choice of a specific algorithm and adjustable parameter settings are highly application-dependent.

[1]  Uwe Stilla,et al.  Range determination with waveform recording laser systems using a Wiener Filter , 2006 .

[2]  G. Turin,et al.  An introduction to matched filters , 1960, IRE Trans. Inf. Theory.

[3]  Robert Nowak,et al.  Improved Approach to Lidar Airport Obstruction Surveying Using Full- Waveform Data , 2009 .

[4]  Michael D. Walter Deconvolution Analysis of Laser Pulse Profiles from 3-D LADAR Temporal Returns , 2005 .

[5]  Linda Nordin Analysis of Waveform Data from Airborne Laser Scanner Systems , 2006 .

[6]  Claudia Künzer,et al.  Regularizing method for the determination of the backscatter cross section in lidar data. , 2009, Journal of the Optical Society of America. A, Optics, image science, and vision.

[7]  Robert D. Nowak,et al.  An EM algorithm for wavelet-based image restoration , 2003, IEEE Trans. Image Process..

[8]  Emmanuel P. Baltsavias,et al.  Airborne laser scanning: basic relations and formulas , 1999 .

[9]  Aloysius Wehr LiDAR Systems and Calibration , 2008 .

[10]  Asa Persson,et al.  VISUALIZATION AND ANALYSIS OF FULL-WAVEFORM AIRBORNE LASER SCANNER DATA , 2005 .

[11]  J. Shan,et al.  Topographic laser ranging and scanning : principles and processing , 2008 .

[12]  Frédéric Bretar,et al.  Full-waveform topographic lidar : State-of-the-art , 2009 .

[13]  J. Bailly,et al.  Comparison of LiDAR waveform processing methods for very shallow water bathymetry using Raman, near‐infrared and green signals , 2010 .

[14]  Gerard Kerkyacharian,et al.  Wavelet deconvolution in a periodic setting , 2004 .

[15]  W. Wagner,et al.  Gaussian decomposition and calibration of a novel small-footprint full-waveform digitising airborne laser scanner , 2006 .

[16]  C. Hug,et al.  LITEMAPPER-5600 – A WAVEFORM-DIGITIZING LIDAR TERRAIN AND VEGETATION MAPPING SYSTEM , 2004 .

[17]  J. Means Use of Large-Footprint Scanning Airborne Lidar To Estimate Forest Stand Characteristics in the Western Cascades of Oregon , 1999 .

[18]  J. Blair,et al.  The Laser Vegetation Imaging Sensor: a medium-altitude, digitisation-only, airborne laser altimeter for mapping vegetation and topography , 1999 .

[19]  J. Brock,et al.  Evaluating A Small Footprint, Waveform-resolving Lidar Over Coastal Vegetation Communities , 2006 .

[20]  W. Wagner,et al.  3D vegetation mapping using small‐footprint full‐waveform airborne laser scanners , 2008 .

[21]  Norbert Pfeifer,et al.  RETRIEVAL OF THE BACKSCATTER CROSS-SECTION IN FULL-WAVEFORM LIDAR DATA USING B-SPLINES , 2010 .

[22]  J. Bryan Blair,et al.  Decomposition of laser altimeter waveforms , 2000, IEEE Trans. Geosci. Remote. Sens..

[23]  Uwe Stilla,et al.  ANALYSIS OF FULL WAVEFORM LIDAR DATA FOR TREE SPECIES CLASSIFICATION , 2006 .

[24]  F. Leberl,et al.  INTERPRETATION OF 2D AND 3D BUILDING DETAILS ON FACADES AND ROOFS , 2013 .

[25]  Håkan Larsson,et al.  Waveform analysis of lidar data for targets in cluttered environments , 2007, SPIE Security + Defence.

[26]  Wolfgang Wagner,et al.  WAVEFORM ANALYSIS TECHNIQUES IN AIRBORNE LASER SCANNING , 2007 .

[27]  R. Swift,et al.  Water depth measurement using an airborne pulsed neon laser system. , 1980, Applied optics.

[28]  William E. Carter,et al.  Configuring an Airborne Laser Scanner for Detecting Airport Obstructions , 2005 .