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efficient tools for LiDAR processing

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LAStools

Award-winning software for efficient LiDAR processing (with LASzip)

Overview

Tools to process LiDAR data files. The data files has the ASPRS LAS format (version 1.0-1.4) or the losslessly compressed, but otherwise identical twin, the LAZ format. See the table below to see what tools and converters are provided.

LAStools consist of different parts:

  • LASlib, the low level processing API.
  • LASzip, the compressing/decompressing API. Both parts are for free and open source.
  • LAStools toolset. Additional tools, based on LASlib and LASzip to process LiDAR data. Some of the tools are also free to use. Some of them are licensed.

All code is written in ultra-light-weight, very efficient and superfast C++.

LAStools are a collection of highly-efficient, scriptable tools with multi-core batching that process LAS, compressed LAZ, Terrasolid BIN, ESRI Shapefiles (SHP), ASCII and others.

You find the open-source part in .\LASlib and .\LASzip The documentation is placed at .\bin

Open source tools:

  • las2las extracts last returns, clips, subsamples, translates, etc ...
  • las2txt turns LAS into human-readable and easy-to-parse ASCII
  • lasindex creates a spatial index LAX file for fast spatial queries
  • lasinfo prints out a quick overview of the contents of a LAS file
  • lasmerge merges several LAS or LAZ files into a single LAS or LAZ file
  • lasprecision analyses the actual precision of the LIDAR points
  • laszip powerful, lossless LiDAR compressor that turns large LAS files into much smaller LAZ files that are only 7 - 20 percent of the original file size
  • txt2las converts LIDAR data from ASCII text to binary LAS format
  • lascopcindex creates a COPC *.laz file for a given set of *.las or *.laz files

Closed source tools:

  • las2dem rasters (via a TIN) into elevation/slope/intensity/rgb DEMs
  • las2iso extracts, optionally simplified, elevation contours
  • las2shp turns binary LAS into ESRI's Shapefile format
  • las2tin triangulates the points of a LAS file into a TIN
  • las3dpoly modifies points within a certain distance of 3D polylines
  • lasboundary extracts a boundary polygon that encloses the points
  • lascanopy computes many raster and plot metrics for forestry applications
  • lasclassify finds buildings and the vegetation above the ground
  • lasclip clips points against building footprints / swath boundaries
  • lascolor colors the LAS points based on ortho imagery in TIF format
  • lascontrol quality checks elevations for a list of control points
  • lascopy copies ttributes using the GPS-time stamp and the return number
  • lasdatum transforms rom one horizontal datum to another
  • lasdistance classifies,flags, or removes points based on distance from polygonal segments
  • lasduplicate removes duplicate points (with identical x and y, z optional)
  • lasgrid grids onto min/max/avg/std elevation, intensity, or counter rasters
  • lasground extracts the bare-earth by classifying all ground points
  • lasground_new an improved version of lasground for complex terrains
  • lasheight computes for each point its height above the ground
  • lasintensity corrects the intensity attenuation due to atmospheric absorption
  • lasnoise flags r removes noise points in LAS/LAZ/BIN/ASCII files
  • lasoptimize optimizes ata for better compression and spatial coherency
  • lasoverage finds he "overage" of a airborne collect that get covered by multiple flightline
  • lasoverlap checks overlap & vertical/horizontal alignment of flight lines
  • lasplanes finds planar patches in terrestrial, mobile, (airborne?) scans
  • lasprecision reads IDAR data in the LAS format and computes statistics about precision "advertised" in the header
  • lasprobe probes he elevation of a LIDAR for a given x and y location
  • laspublish do D visualization of LiDAR data in a web browser using the WebGL Potree
  • lasreturn reports eometric return statistics and repairs 'number of returns' field based on GPS times
  • lassort sorts points by gps_time, point_source, or into spatial proximity
  • lassplit splits points of LAS file(s) into flightlines or other criteria
  • lasthin thins lowest / highest / random LAS points via a grid
  • lastile tiles huge amounts of LAS points into square tiles
  • lastool is an old GUI for multiple LAStools (now each tool has its own GUI)
  • lastrack classifies LiDAR point based on distance from a trajectory
  • lasvalidate determine f LAS files are conform to the ASPRS LAS specifications
  • lasvdatum transforms iDAR from ellipsoidal to orthometric elevations using a grid
  • lasview visualizes a LAS file with a simple OpenGL viewer
  • lasvoxel computes voxelization of points
  • e572las extracts the points from the E57 format and stores them as LAS/LAZ files
  • shp2las turns an ESRI's Shapefile into binary LAS

BLAST extension

  • blast2dem rasters like las2dem but with streaming TINs for billions of points.
  • blast2iso contours like las2iso but with streaming TINs for billions of points.

Installation

Binary downloads are available at
https://rapidlasso.de/downloads The LAStools download contain all binaries of the open source and licensed tools. They also contain the laszip/laslib libraries and all BLAST binaries.

Windows

All binaries are included in the download file.

  1. create directory "c:\lastools"
  2. unzip LAStools.zip into this directory
  3. run the LAStools executeables

Linux

Detailed information at https://rapidlasso.de/lastools-linux/

  1. create install target and extract the package

    cd ~ mkdir lastools cd lastools wget https://downloads.rapidlasso.de/LAStools.tar.gz tar xvzf LAStools.tar.gz rm LAStools.tar.gz

  2. extend your library path by your installation directory

    export LD_LIBRARY_PATH=.:$LD_LIBRARY_PATH

  3. install dependencies

    sudo apt-get install libjpeg62 libpng-dev libtiff-dev libjpeg-dev libz-dev libproj-dev liblzma-dev libjbig-dev libzstd-dev libgeotiff-dev libwebp-dev liblzma-dev

  4. run the LAStools executeables

    ./laszip64

Open source tools

All open source tools can be compiled from the source code. For MSVC6.0 there is a project file. For Linux and MacOS the makefiles are included. Simply go into the root directory and run 'make':

The binary download contain the ArcGIS toolbox in .\LAStools\ArcGIS_toolbox and the QGIS toolbox in .\LAStools\QGIS_toolbox. A few example DOS batch scripts can be found in the .\LAStools\example_batch_scripts directory.

  1. unzip LAStools.zip
  2. cd LAStools/
  3. make

Links

Full windows binary download at https://downloads.rapidlasso.de/LAStools.zip Linux binaries on request.

License

Please read the LICENSE.txt file for information on the legal use and licensing of LAStools. I would also really like it if you would send me an email and tell me what you use LAStools for and what features and improvements you could need.

(c) 2007-2023 [email protected] - https://rapidlasso.de

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efficient tools for LiDAR processing

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