The 3D Forge app, a variant of Neurones 3D Sciences focused on the four AI systems, taking a LiDAR scan from raw points to a classified scene
LOYALTY OFFER · OPEN ALL SUMMER

The 3D Forge
Build Pack.

You are already part of the academy, so this one is a thank-you: the software plus the course + SDK, at your loyalty price.

Capture Understand Deliver
1
App, GUI included
4
Systems + full source
15 yrs
of R&D at your disposal
Your loyalty rate is open all summer, our thank-you for already being part of the academy. One payment, everything included, no countdown. Upgrade whenever suits you.
UTwente·ULiege·ISPRS·Airbus·CNES·BMW
2,983
Students trained
80+
Countries
12+ yrs
Research & field
Qualiopi
Certified academy
WALK-THROUGH

Let me walk you through it

Before you upgrade, watch this short walk-through. I open up the four systems and how they connect, so you can see exactly what lands in your hands.

3D Forge walk-through · Dr. Florent Poux

THE FOUR ENGINES

Four systems, one app. Yours to keep.

You know the value of a clean pipeline. One app runs all four systems from minute one, no code needed, and the full source of each ships alongside, to read and extend whenever you want to.

A point cloud answering a typed query, segmented by a vision-language stack
System 1Understand
Text-Prompted 3D Segmentation
Type a sentence, “every pipe”, “all the walls”, and the point cloud answers. Zero annotation, no training set. Stack: SAM 3, Grounding DINO, and a VLM working together.
The engineA prompt-driven segmentation tool that labels a raw cloud from plain language.
A point cloud split into clean geometric regions using descriptors alone
System 2Understand
Unsupervised Geometric Segmentation (Frugal)
Splits a cloud into clean regions using geometry alone. No labels, no model, no heavy GPU, it runs on a laptop. My PhD lineage, region growing plus geometric descriptors, defended in 2019 and rebuilt for 2026. The spine of the whole camp.
The engineA frugal segmenter that carves any cloud into regions on the machine you already own.
A phone-captured space turned into a Gaussian splat and a measured floor plan
System 3Capture
Video to Floor Plan
Walk a space with a phone. Out comes a 3D Gaussian splat, then a measured 2D floor plan. The surveyor and AEC magnet, the thing a client recognises in one glance.
The engineA pipeline that turns a phone walkthrough into a scaled floor plan.
A point cloud converted into a clean textured mesh and a queryable twin asset
System 4Deliver
Point Cloud to Twin
Any point cloud or splat (including World Labs Marble scenes) becomes a clean, game-ready textured mesh or a queryable digital twin, a scene graph a client pays to keep updated.
The engineA converter from raw cloud to a clean mesh or a queryable twin.
HOW THIS ACTUALLY WORKS

Software you run today. The code to own it. The know-how to drive it.

Plainly: not just software, not just code. All three, together.

Working software

One app with a GUI runs all four systems from minute one. Launch it, it works. No coding needed to use it.

The full code (SDK)

The complete source underneath. Fork it, change it, extend it, and ship it as your own product.

The know-how

Recorded walkthroughs open up every engine, so you understand it and can evolve it in your own direction.

Software alone is a black box you cannot change. An SDK alone means building from scratch. A course alone leaves you with notes and no product. You get all three, working together, so you run something on day one and keep making it yours for years.

From messy capture to a polished deliverable A scattered raw scan on the left passes through the four Forge systems in the middle and comes out as a clean, queryable deliverable on the right. Messy capture The 4 systems Polished deliverable

You leave with the working systems in your hands today, and a real understanding of why they work. This is less about convincing you, more about handing you the head start.

Picture a professional athlete handing you his actual techniques, his real gear, and his team, not a poster on the wall. You train with the real thing, and you keep it. That is what this is.

FROM PEOPLE WHO SHIPPED

What builders did with the same methods.

Real words from people who learned these exact pipelines here, the ones the Forge now hands you as finished systems.

“The region-growing plus learned-feature pipeline cut our manual classification work in half on a 600M-point urban dataset. We finally retired the spreadsheet.”
“The SuGaR mesh extraction workflow is what finally made splatting viable for our CAD deliverables. Clean geometry, clean pipeline, clean handover.”
“Our team processed 200M points for a highway survey. Before this course, we were stuck at 10M with crashes. The memory management module saved us weeks of work.”
LOYALTY PRICE · OPEN ALL SUMMER

One door. Your rate.

The app, the systems, and the code, at the rate reserved for people who already paid. Open all summer, one payment, yours to keep.

Loyalty Upgrade
Get the app, the engines, and the code
For members who just want the software layer: the app, the four systems as source, and the membership, at your loyalty rate.
€497
Loyalty rate, our thank-you for already being part of the academy. Open all summer.
  • The app, one GUI running all four systems from minute one
  • All four systems as the full, forkable source code
  • 4 recorded walkthroughs, each system opened up under the hood
  • 12-month membership, community, weekly office-hours thread, the daily Spatial AI report
  • One payment, yours to keep, no subscription
  • 90-day transformation guarantee, the return is the promise
Get the upgrade, €497
Your loyalty rate. One payment, yours to keep.
Secure checkout, encrypted payment, 90-day transformation guarantee.
AFTER YOU ENROLL

What happens once you are in

Here is exactly what opens up the moment you enroll, from your first login to your first build.

After you enroll · 3D Forge: Build Camp

WHO IS BUILDING WITH YOU

Dr. Florent Poux

Dr. Florent Poux, founder of the 3D Geodata Academy

You already know the work, so I will keep this brief. Twelve years bridging 3D research and projects that ship. Research at ULiege and UTwente, ISPRS-recognised work, consulting for mapping, surveying and AEC firms across Europe.

The Forge is the part of that work I am handing you to run yourself. Four systems I actually use, given to you as code, with walkthroughs that surface the production decisions nobody writes about. You have the judgment to read the code and tell whether it holds. That is exactly why I am handing it over at your rate.

PhD 3D Geomatics O’Reilly author ISPRS award 1,500+ citations ULiege + UTwente Qualiopi certified
STRAIGHT ANSWERS

The questions members ask me.

Tested setup, no surprises

Everything is built and tested on Windows. Some systems need an NVIDIA GPU with CUDA, in particular the video to 3D Gaussian splat to floor plan reconstruction, which is GPU heavy. Others run on a normal laptop or CPU: the frugal geometric segmentation needs no GPU at all. The text-prompted segmentation and the point cloud to twin steps run faster on a CUDA GPU, and a free Google Colab GPU covers those if your machine has none.

Is this software, code, or a course?+

All three, in one. A single app with a graphical interface runs all four systems from the first minute, no coding needed to use it. Underneath, the full source code, so you can change it, extend it, and ship it as your own. And recorded walkthroughs so you understand each engine. Software you use today, the code to own it, the know-how to drive it.

Do I need to be a developer?+

No. The app runs on its own with a graphical interface, so you get value from the first minute without writing a line of code. The source is there for when you want to read or extend it, which you may well do, but you never have to.

I already own a course here. What is new in this?+

The four systems as software you can run and as source you can read. One app runs all four from the first minute, and the full code ships underneath. You already have the judgment to tell whether it holds: text-prompted segmentation, frugal geometric segmentation, video to floor plan, and point cloud to twin.

Why is my rate lower than the public one?+

It is the loyalty rate, our thank-you for already being part of the academy. Newcomers pay the full summer price. Your rate recognises that you already trusted us with your learning, and we do not forget that.

What hardware do I need, and which parts need a GPU?+

Everything is tested on Windows. The frugal geometric system (System 2) runs on a laptop with no GPU. Some parts do need an NVIDIA GPU with CUDA, in particular the video to floor plan reconstruction (System 3), which is GPU heavy. The text-prompted system (System 1) and the twin step (System 4) run faster with a CUDA GPU, and free Google Colab GPUs work fine for those when you do not have one locally.

Do I need to rebuy anything I already own?+

No. This is the software layer on top of what you have. Nothing you already own is touched or required again.

Is this a limited offer?+

It is our summer offer. The loyalty rate is our thank-you for already being part of the academy, and it stays open all summer. One payment, everything included, no countdown. Upgrade whenever suits you.

What is the guarantee?+

If you genuinely engage with the systems and within 90 days you have not seen real transformation in how you build spatial AI, or within 30 days you have not gained a new vision of what is possible, reach out and we will make it right. The promise is built around the return you get and the way you work afterwards, not a money-back reflex.

LOYALTY UPGRADE · OPEN ALL SUMMER

Get the engines. Build on what you already trust.

One app, four systems, and the code underneath, yours to keep, at your loyalty rate: our thank-you for already being part of the academy. Open all summer, one payment, no countdown.

90-day transformation guarantee. Questions: howto@learngeodata.eu

See you in the Forge. Florent

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