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Understand the scene

Transfer a column from a layer

Work on a light subsample, then project the answer (a classification, a segment id, a height) onto the full-resolution cloud, and leave a point with no source in range empty rather than guessing.

Where Process › Transfer a column from a layer… Tier Free + Pro CLI transfer

Transferring is free. Exporting the transferred column is Pro.

Part of Benchmarks.

The Transfer a column window: the source layer, the column to carry, the method nearest, majority or interpolate, the search radius, and Carry it across
Label a subsample, then carry the answer onto the full cloud.

When to use it

When a job was done on a decimated copy (for speed, or because the labels came from another tool) and the full cloud needs the result. Also to carry a column between two surveys of the same place once they are aligned.

Step by step

  1. Open the full-resolution cloud, then bring in the cloud that carries the column with File › Add Layer….
  2. Open Process › Transfer a column from a layer…. Under From, choose the source layer.
  3. Under Column, choose what to carry: a classification, a segment id, a height, any scalar.
  4. Under How, choose Nearest (the default), Majority (a vote of the neighbours, for classes) or Interpolate (a distance-weighted mean, for continuous values); the last two add a neighbours slider, 8 by default.
  5. Set the search radius in metres, or leave 0 to derive it from the point spacing.
  6. Leave Install as the scene’s classification ticked if the column is a classification (it is offered when there are at most 64 distinct values).
  7. Press Carry it across. The status reports how many points found a source; the rest get class 0 or no value.

What it was measured at

Measured

20 million points in 0.21 s. A class id is copied verbatim, never averaged.

From the command line

n3d-render-cli transfer --from subsample.las --to full.las --field classification --blend vote --out full_labelled.las

Limits, stated

  • A point with no source within the radius gets nothing, not the nearest far-away value. A confident wrong answer is worse than an empty one.
  • The two clouds must already be in the same frame. Align them first if they are not.

Related questions

What goes into a LAS export?

The class column fills LAS’s classification byte (0 to 255). Segment, instance and component ids are written as exact 32-bit unsigned extra bytes, and computed scalars such as height above ground or deviation as 32-bit floats, so PDAL, laspy and CloudCompare read them back. Intensity, returns, point source and scan angle keep their standard slots. The file is LAS 1.2 unless a class exceeds 31 or a coordinate system is present, in which case it is LAS 1.4.

More in the FAQ.

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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