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Comparison · Gaussian splatting tools

Neurones 3D vs Polycam

Looking for a Polycam 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.

Polycam is a 3D capture platform for phones and the web that makes meshes, LiDAR room scans and Gaussian splats, with floor plans, measurements and CAD exports on its Business plan.

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

The short answer

Choose Neurones 3D when the data must stay on your own PC, when you want to buy the software once, or when splats need to sit beside laser scans for classification, change detection, terrain or a DXF floor plan. Choose Polycam when capture is the job: it turns a phone walk-through into splats, meshes and room plans, processed in its cloud and shared with a team from the same account. Many users will want both: capture in Polycam, export the splat PLY, and do the offline analysis and drawings in Neurones 3D.

At a glance

Neurones 3DPolycam
Runs onWindows 10 and 11 (64-bit)iOS, Android, web browser
Where it runsdesktopmobile
Licencefree viewer + one-time paid editionsmonthly or yearly subscription
PriceFree viewer; paid editions bought once, no subscriptionBasic $150 a year ($12.50 a month) or $30 billed monthly; Business $400 a year per user ($33 a month); Enterprise on request source
Free useThe free viewer opens, views and runs every process; writing results out needs a paid editionFree plan with limited captures and glTF export; 7-day trial of the Basic and Business annual plans

Feature by feature

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

CapabilityNeurones 3DPolycam
Runs fully offlineYesNo account, no internet connection, no telemetryNoGaussian splats are trained on Polycam's cloud servers source
One-time licence availableYesBought once; no subscriptionNoOnly available through subscription plans, no one-time purchase source
Opens LAS/LAZ and E57YesLAS, LAZ, COPC, E57, PLY, PCD and more; a 127.8 M point E57 opens in about 22 sNot statedExports LAS on Business; opening LAS or E57 not stated
Scan registrationPartlyCloud-to-cloud alignment (ICP and graph matching, no initial placement needed), RMS shown with the inlier shareNot stated
AI point cloud classificationYesFour trained models ship in every build: indoor, aerial LiDAR, powerline, streetscape; a confidence per pointNot stated
SegmentationYesUnsupervised segmentation, primitive decomposition, components, roomsNot stated
Automatic floor plansYesAutomatic, dimensioned, with sections and elevationsYes2D and 3D floor plans on the Business plan source
DXF / CAD drawingsYesDXF R2000, SVG and PDF; no DWGYesDXF export on Business and Enterprise source
DTM / DSMYesDTM, DSM, CHM, slope, aspect, hillshade on one gridNot stated
Contour linesYesContours that cannot crossNot stated
Change detectionYesM3C2 with a 95 % level of detection; cloud-to-cloud and cloud-to-BIM deviationNot stated
MeshingYesPoisson and clean meshing; the clean mesh is closed, not edge-manifoldYesOBJ, FBX, DAE, USDZ, STL and PLY mesh exports on paid plans source
Gaussian splatsYesOpens PLY and SPZ splats, converts them to points, meshes them; does not train splatsIn the cloudTrained in the cloud from 20 to 2,000 photos or a video; exported as splat PLY source
ReportsYesSelf-contained HTML reports with provenanceYesAI generated reports on Business source
Scripting / SDKYesEngine & SDK edition: Python package and headless command linePartlyContent API on the Enterprise plan source

Where Neurones 3D is stronger

  • Runs offline on Windows with no account and no upload; Polycam trains splats on its cloud servers.
  • Bought once with no subscription; Polycam states it offers no one-time purchase.
  • Classifies point clouds with trained models (indoor, aerial LiDAR, powerline, streetscape), with a confidence per point.
  • Opens LAS, LAZ and E57 laser scans alongside splats, and registers and merges captures.
  • Adds survey analysis Polycam does not list: M3C2 change detection, DTM and DSM, and contour lines.

Where Polycam is stronger

  • Polycam captures and trains splats and meshes from a phone; Neurones 3D does not train splats.
  • Polycam works on iOS, Android and the web, with shared team libraries and virtual walkthroughs.
  • Polycam’s Business plan draws floor plans straight from phone room scans.

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 Polycam: Teams who capture spaces and objects with a phone and want splats, meshes and floor plans processed and shared from one account.

Questions

Is Polycam free?

Polycam: Basic $150 a year ($12.50 a month) or $30 billed monthly; Business $400 a year per user ($33 a month); Enterprise on request. Free use: Free plan with limited captures and glTF export; 7-day trial of the Basic and Business annual plans. Neurones 3D’s free viewer opens, views and runs every process; writing results out needs a paid edition bought once.

Does Polycam work offline?

Polycam: no. Gaussian splats are trained on Polycam’s cloud servers. Neurones 3D: yes. No account, no internet connection, no telemetry.

Can Polycam make a floor plan from a point cloud?

Polycam: yes. 2D and 3D floor plans on the Business plan. Neurones 3D: yes. Automatic, dimensioned, with sections and elevations.

Does Polycam support Gaussian splats?

Polycam: in the cloud. Trained in the cloud from 20 to 2,000 photos or a video; exported as splat PLY. Neurones 3D: yes. Opens PLY and SPZ splats, converts them to points, meshes them; does not train splats.

What is the best alternative to Polycam?

Choose Neurones 3D when the data must stay on your own PC, when you want to buy the software once, or when splats need to sit beside laser scans for classification, change detection, terrain or a DXF floor plan. Choose Polycam when capture is the job: it turns a phone walk-through into splats, meshes and room plans, processed in its cloud and shared with a team from the same account. Many users will want both: capture in Polycam, export the splat PLY, and do the offline analysis and drawings in Neurones 3D.

How this comparison was made

Written by the maker of Neurones 3D, so read it as such. Polycam's column comes only from Polycam'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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