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Neurones 3D Download

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System requirements

Neurones 3D is one self-contained Windows executable. It streams point clouds from disk, so a machine opens files larger than its memory. The requirements are short.

Requirements

Operating systemWindows 10 or Windows 11, 64-bit. Windows only today; a macOS build is on the roadmap.
GraphicsA GPU with DirectX 12 or Vulkan support. Integrated graphics work: they start in the Eco quality preset, which drops supersampling and effects and draws up to 3 million points a frame. On a laptop with two GPUs, N3D asks for the high-performance one.
MemoryPoint clouds are indexed out of core and memory-mapped, so the working set is what is on screen, not the file. The heaviest case measured is composing a large USD stage for the first time: 6.5 GB peak for a 900,000-prim stage, after which reopening reads a cache.
DiskRoom for the application and for its local index cache, which is written once per file so that every later open takes about a second. The cache never goes beside your data, and Help › About Neurones 3D shows its size and clears it.
InstallationNone. Unzip and run n3d.exe. No runtime, no redistributable, no administrator rights for the app itself.
NetworkNone. No account, no activation server, no telemetry. The licence is checked on the machine.
Optionalffmpeg on the PATH to bake flythroughs to MP4; without it, frames are written as PNG folders.

What the numbers were measured on

  • A 43.5 million point LAS opens in about 1.2 s and renders at 9.0 ms a frame (median); the index can be built at a forced 100 MB memory budget in about 16 s.
  • A 127.8 million point, 7.9 GB E57 opens in about 22 s.
  • The USD figures (59.3 s first open, 1.64 s every reopen) were measured on a Ryzen 9 5900X with 32 GB of RAM.
  • Classification, segmentation, decomposition and the ground filter run on the CPU; the GPU draws the scene.

Performance changes are measured before and after against recorded baselines, and the numbers on this site are the measured ones.

If it does not start or runs slowly

  • Update the graphics driver; the renderer needs DirectX 12 or Vulkan.
  • Choose Eco under Properties › Display › Quality.
  • Leave the first open of a very large file to finish: it builds the index once.
  • Still stuck: submit a request with the version from Help › About.

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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