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How to merge grd files programmatically, ideally in Python?

We currently get LIDAR data from the field in grd format. Sometimes this data is overlapping. This data gets fed into a python program that does some analysis. What I’m after is some way of...

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Filtering noise out from bare-earth DEM with terrace fields?

I have a 1m bare-earth DEM, derived from LiDAR data, representing a terraced landscape. For the sake of any subsequent use of the DEM (e.g., least-cost path, cost surface analysis, and the like) I am...

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Clipping LAS data with multiple shapefiles

I am looking for a method to clip with multiple shapefiles (139 shapefiles polygon) a lidar.las file. I’m using the software Fusion, as described in: How to clip LAS data using shapefile polygons and...

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Opengeo lidar example: unable to use pdal [on hold]

There is an example online for generate 3d buildings from vector (2d building) and lidar data. A while ago I already went trough on the tutorial 2 times and generated 3d buildings from New York and San...

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Coordinate formatting for swath data – to polygon

I’ve got a CSV of Lidar coverage swaths in the below format. Each run or strip is tied together via run_id. I’m assuming L is for left, R is for right and M is for middle. EDIT: These are coordinates...

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Using GPS to field walk through a LiDAR scene

I am doing field surveying for archaeology using Lidar. If I attached a USB GPS to my laptop would it be possible to track where I am “in real time” on the Lidar as I am field walking? I’m wanting to...

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Building extraction with LiDAR data (Improve Process)

I have the following process for automatically creating building outlines/footprints from Las files and was wondering if anyone can help improve it or has suggestions for other processes to use?...

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Use laspy to create las file from scratch without opening an existing las...

I have found instructions for creating a las file by opening an existing file, modifying it, then re-saving it. This re-uses the headers from the original file. But how do I create a new file from...

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Why aren't there LiDAR records in some black and white parts of the scene?

This is the actual scene: This is the corresponding LiDAR scene: The LiDAR data is from xyz file. The questions are: Why are there no points for the dark squares on the checkerboard as well as the wall...

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Converting LAS 1.4 to 1.2

LIDAR files were released for major part of Slovenia few months back in zlas format. Decompressed LAS format is 1.4 version. I have tried many options how to generate DEMs and had some success in...

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Viewing point clouds in bpf format?

Is there any software that can be used to view point clouds in bpf format? My preference is for free software that has low-learning curve for quick visualizations. Currently, I convert bpf to las and...

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LasDatasetToRaster does nothing to the Raster Layer

I have been trying to figure out how to clip and rasterize a LiDAR map file programmatically (Not through arcpy) I use C# but read many languages. So far I have been able to access and assign the LASD...

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Calculating coverage of vector polygon over other polygons?

I have a shapefile file that contains a LiDAR footprint and I’m trying to figure out how much a county is covered by the LiDAR footprint. Two separate shapefiles. The attribute table for the county...

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Change Z value precision in QGIS

The .ASC LiDAR files provided by the environment agency have height values provided to a precision of the level used to measure atoms. How to quickly lose a few of the pointless digits on the end to...

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Finding the origin in .laz file with LAStools

I obtained a .laz file, which I used lasinfo and las2txt to view the records. Scale Factor X Y Z: 0.00100000000000 0.00100000000000 0.00100000000000 Offset X Y Z: 22717.000 31027.000 21.000 Min X Y Z:...

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Extracting above ground features from unclassified LAS [closed]

What’s the best way to vectorize features from LAS? I have “Classified” LAS files, however they were never processed for classification. Thus of 181 million points (9 tile sample) about 60% are class...

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Converting LAS to DWG/DXF using open-source software?

Is there a way to convert LAS point clouds to DWG and/or DXF files using open source software? Also willing to script with Python – is this possible using libLAS/LASlib for example?

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How does the offset values of LAS files relate to their coordinate system?

I have a conundrum concerning LiDAR data, the stored point offset, and the coordinate system. I process large amounts of LAS data in TerraScan (TS), which sits on top of Microstation (MS). I receive...

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Converting between coordinate systems for LAS file using LASPY

I am trying to convert a .las file from WGS84 to UTM17. I have some drone imagery that was used to generate a 3d point cloud/ .las file, but it is in latitude/ longitude instead of easting/ northing. I...

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Classifying individual trees from labelled LiDAR point cloud [duplicate]

This question already has an answer here: Extracting tree crown areas from remote sensing data (visual images and LiDAR) 5 answers

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