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Comparison · Aerial and drone LiDAR, GIS and photogrammetry

Neurones 3D vs LiDAR360

Looking for a LiDAR360 alternative? Neurones 3D is free, offline point cloud and Gaussian splatting software for Windows: the free viewer runs every process, from AI classification to dimensioned floor plans, and a one-time paid edition saves the results.

LiDAR360 is a point cloud and imagery processing platform from GreenValley International, launched in 2013, with modules for terrain, forestry, powerline, mining, photogrammetry and vectorisation, and an AI assistant that drives its 260+ tools.

By Dr. Florent Poux, maker of Neurones 3D · LiDAR360's facts from GreenValley International's own documentation, checked

The short answer

Choose Neurones 3D if you want a focused offline Windows application with no account or sign-in, trained classifiers that ship in every build, terrain, contours, M3C2 change detection and dimensioned plans, and a free viewer that runs every process with a one-time price for export. Choose LiDAR360 if you need the widest possible industry toolset, with forestry inventory, mining, powerline, photogrammetry, trajectory adjustment and your own trained models, and you are happy to agree terms with the vendor.

At a glance

Neurones 3DLiDAR360
Runs onWindows 10 and 11 (64-bit)Windows 10
Where it runsdesktopdesktop
Licencefree viewer + one-time paid editionscommercial licence activated by authorisation code; terms not published
PriceFree viewer; paid editions bought once, no subscriptionprice on request source
Free useThe free viewer opens, views and runs every process; writing results out needs a paid editionTrial on request; trial licences can be activated by signing in to a LiCloud account

Feature by feature

"Not stated" means we could not find it in GreenValley International's documentation, not that it is missing. Each of LiDAR360's cells links to where we read it.

CapabilityNeurones 3DLiDAR360
Runs fully offlineYesNo account, no internet connection, no telemetryNot statedDistributed computing can use cloud or local clusters; offline licence use is not stated
One-time licence availableYesBought once; no subscriptionNot stated
Opens LAS/LAZ and E57YesLAS, LAZ, COPC, E57, PLY, PCD and more; a 127.8 M point E57 opens in about 22 sYesConverts point clouds to and from formats including E57, PLY, 3D Tiles and DXF (V10.0) source
Scan registrationPartlyCloud-to-cloud alignment (ICP and graph matching, no initial placement needed), RMS shown with the inlier shareYesAutomatic registration of multi-station scans; trajectory adjustment for flight paths source
AI point cloud classificationYesFour trained models ship in every build: indoor, aerial LiDAR, powerline, streetscape; a confidence per pointYesAI classification of 26 features; train your own point cloud models source
SegmentationYesUnsupervised segmentation, primitive decomposition, components, roomsYesIndividual tree segmentation; Segment Anything outline extraction source
Automatic floor plansYesAutomatic, dimensioned, with sections and elevationsNot stated
DXF / CAD drawingsYesDXF R2000, SVG and PDF; no DWGYesConvert Point Cloud to DXF; CAD and GIS vector integration source
DTM / DSMYesDTM, DSM, CHM, slope, aspect, hillshade on one gridYesDEM and 15 types of terrain products source
Contour linesYesContours that cannot crossYesContours with smoothing and sheet joining source
Change detectionYesM3C2 with a 95 % level of detection; cloud-to-cloud and cloud-to-BIM deviationYesVolume measurement, change detection and section analysis source
MeshingYesPoisson and clean meshing; the clean mesh is closed, not edge-manifoldYesTIN editing and big data mesh editing source
Gaussian splatsYesOpens PLY and SPZ splats, converts them to points, meshes them; does not train splatsPartlyRenders .ply and .splat Gaussian splats (V10.0) source
ReportsYesSelf-contained HTML reports with provenanceYesDynamic HTML and PDF reports; accuracy and control point reports source
Scripting / SDKYesEngine & SDK edition: Python package and headless command lineYesPython API for 260+ tools, built-in Python editor, Model Builder source

Where Neurones 3D is stronger

  • No account at any stage, no internet connection and no telemetry; LiDAR360 trial licences activate by signing in to a LiCloud account.
  • A free viewer that opens, views and runs every process, and paid editions bought once with no subscription, stated up front; LiDAR360 publishes no price or licence term.
  • Opens PLY and SPZ Gaussian splats and converts them to points and meshes; LiDAR360 documents splat rendering.

Where LiDAR360 is stronger

  • A much broader toolset: 260+ tools and modules for forestry (100+ tree species), mining, powerline, hydrology and tunnels.
  • Photogrammetry, orthophotos and spectral data fused with LiDAR, plus trajectory adjustment and UAV LiDAR calibration.
  • Train your own AI models, and an AI assistant that drives the tools and writes Python.

Who should choose which

Choose Neurones 3D to take a point cloud or a splat capture to a finished deliverable on your own machine: classified LAS, a dimensioned floor plan with sections and elevations in DXF, a DTM with contours, a change map or a report, without an account, an upload or a subscription. Every figure it publishes is measured; see the benchmarks.

Choose LiDAR360: Survey, forestry and utility teams processing drone, airborne and terrestrial LiDAR who want a very broad industry toolset, often alongside GreenValley hardware.

Questions

Is LiDAR360 free?

LiDAR360: price on request. Free use: Trial on request; trial licences can be activated by signing in to a LiCloud account. Neurones 3D’s free viewer opens, views and runs every process; writing results out needs a paid edition bought once.

Can LiDAR360 classify point clouds with AI?

LiDAR360: yes. AI classification of 26 features; train your own point cloud models. Neurones 3D: yes. Four trained models ship in every build: indoor, aerial LiDAR, powerline, streetscape; a confidence per point.

Does LiDAR360 support Gaussian splats?

LiDAR360: partly. Renders .ply and .splat Gaussian splats (V10.0). Neurones 3D: yes. Opens PLY and SPZ splats, converts them to points, meshes them; does not train splats.

What is the best alternative to LiDAR360?

Choose Neurones 3D if you want a focused offline Windows application with no account or sign-in, trained classifiers that ship in every build, terrain, contours, M3C2 change detection and dimensioned plans, and a free viewer that runs every process with a one-time price for export. Choose LiDAR360 if you need the widest possible industry toolset, with forestry inventory, mining, powerline, photogrammetry, trajectory adjustment and your own trained models, and you are happy to agree terms with the vendor.

How this comparison was made

Written by the maker of Neurones 3D, so read it as such. LiDAR360's column comes only from GreenValley International's published documentation and listings, read on 2026-09-24; where we found nothing, the cell says "not stated". Neurones 3D's column comes from its own guides, which give the limits too. If something here is wrong or out of date, write to howto@learngeodata.eu and it will be corrected.

Sources:

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About

Why Neurones 3D exists.

Standing inside a 43.5 million point indoor laser scan rendered by Neurones 3D

I have spent years working with point clouds, and for most of them the software got in the way. I wanted one tool I would actually reach for every day: fast enough to enjoy, honest about what it does, and calm to use.

Neurones 3D started in Python, the way most of my research does. It worked, but it was heavy, and heavy tools quietly discourage you from opening them. So I rebuilt everything in Rust, from the file readers to the renderer, with one rule: stay frugal. A single small file, no cloud, no telemetry, billions of points on a laptop that is ten years old. In an age where every tool reaches for a data center, I wanted the opposite.

The goal is simple to say and hard to earn. One package that carries you from capture to understanding to deliverable, without exporting to five other programs along the way. Load a scan, a splat, a building, a phone video. See it, classify it, measure it, and send out something real. Together, in one place.

This is the tool I always wanted. I hope it becomes yours too.

Dr. Florent Poux 3D Geodata Academy

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