r/LiDAR

▲ 19 r/LiDAR+1 crossposts

3D laser scanning can be important during any stage of the construction process.

u/3DSTechnologies — 1 day ago
🔥 Hot ▲ 335 r/LiDAR+4 crossposts

We’re proud to open-source LIDARLearn 🎉

It’s a unified PyTorch library for 3D point cloud deep learning. To our knowledge, it’s the first framework that supports such a large collection of models in one place, with built-in cross-validation support.

It brings together 56 ready-to-use configurations covering supervised, self-supervised, and parameter-efficient fine-tuning methods.

You can run everything from a single YAML file with one simple command.

One of the best features: after training, you can automatically generate a publication-ready LaTeX PDF. It creates clean tables, highlights the best results, and runs statistical tests and diagrams for you. No need to build tables manually in Overleaf.

The library includes benchmarks on datasets like ModelNet40, ShapeNet, S3DIS, and two remote sensing datasets (STPCTLS and HELIALS). STPCTLS is already preprocessed, so you can use it right away.

This project is intended for researchers in 3D point cloud learning, 3D computer vision, and remote sensing.

Paper 📄: https://arxiv.org/abs/2604.10780

It’s released under the MIT license.

Contributions and benchmarks are welcome!

GitHub 💻: https://github.com/said-ohamouddou/LIDARLearn

u/amazigh98 — 3 days ago
🔥 Hot ▲ 123 r/LiDAR+1 crossposts

Precision where it matters.

Tight spaces. Complex systems. Zero room for error. In manufacturing facilities, every inch counts - and so does every decision. That's where 3D scanning comes in. By capturing highly accurate spatial data, we are able to identify potential clashes before they become costly rework. Whether it's piping, machinery, or structural components, 3D scanning brings visibility where it's needed most.

u/3DSTechnologies — 4 days ago
🔥 Hot ▲ 59 r/LiDAR+1 crossposts

3D Laser scanning for historical preservation

Historical preservation projects are some of our favorites.

3D laser scanning plays a critical role in historical preservation by capturing precise as-built conditions without touching or altering sensitive structures.

High-resolution point clouds document architectural details, materials, and geometry exactly as they exist today, creating a permanent digital record for restoration, conservation, and future planning. This data allows teams to analyze changes over time, plan repairs accurately, and preserve history with confidence.

u/3DSTechnologies — 5 days ago
▲ 6 r/LiDAR

PointFlow: open-source React library for live LiDAR streams in the browser (WebGPU-accelerated)

I built a browser rendering library specifically for live LiDAR and point-cloud streams, published v0.1.0 this week.

It handles the problems that come up with live data: memory that would otherwise grow without bound (bounded ring buffer, configurable ceiling), main-thread stalls from parsing (dedicated Web Worker), and wasted render budget on off-screen or low-priority points (importance-weighted GPU sampling via WebGPU compute).

Supports WebSocket, SSE, and ROS rosbridge as stream sources. Also loads COPC, LAS 1.0-1.4, LAZ, PLY, and XYZ files with progressive rendering.

Demo (synthetic Lorenz attractor stream, not real LiDAR):

https://pointflow-demo.vercel.app

Docs:

https://pointflow-docs.vercel.app

GitHub:

https://github.com/Zleman/pointflow

This is a React library, so it won't replace desktop viewers. But if you're building a web dashboard that ingests a live sensor stream, it handles the rendering layer.

I'm posting this because I want it scrutinised by people who actually work with this data. I don't think what I've built is perfect and I'd genuinely value feedback from someone with real LiDAR use cases more than anything else. If something doesn't map to how you work or there's a gap in what the library handles, I want to know.

reddit.com
u/Zlema — 4 days ago
▲ 2 r/LiDAR

Lidar SLAM for culvert/bridge scanning?

I'm looking around trying to figure out what would be best for scanning culverts and bridges. It really doesn't need to be ultra precise, and not in relation to any actual system. Precision would be nice for measuring deficiencies only. Typically we will walk through these structures, then just have a written inspection and maybe pictures. I'd like to be able to create a digital twin, and while walking through be able to tag locations with problems so it's easier to keep track of. I've seen some that also seem to provide 3dgs integration, and that seems great for texture quality. Options like the Slamtec Aurora seem interesting, but I can't find many examples. The Leica BLK2go seems like possibly the best ready to go implementation. Any thoughts or suggestions for such a use case?

reddit.com
u/Flimsy-Limit-9511 — 5 days ago
▲ 1 r/LiDAR

Need help with a map!

Would anyone have access to aerial or lidar maps from 1998-2000 of Newburgh, NY? Specifically near Stewart International Airport? I’ve done some research but I haven’t had much luck.

reddit.com
u/No-While-5990 — 5 days ago
▲ 3 r/LiDAR+1 crossposts

How to convert MASSIVE pointclouds to COPC?

I want to convert a massive pointcloud to a viewer friendly format like copc. What I have in mind is essentially converting terabytes of data like the Dutch height scan model: http://ahn2.pointclouds.nl/

What conversion tools are you using for very large datasets in 2026? So far, the only valid solution I have found is copc_converter , although I’m very happy with it, I am still struggling with problems for datasets of such size. (But the devs are very active and improving quickly)

I am thus wondering if other software exists and if copc is the right choice for something the large. My final goal being on one side a web viewer of this dataset and on the other the compatibility with his tools to download full res small sections.

reddit.com
u/Flupke_3622 — 3 days ago
🔥 Hot ▲ 564 r/LiDAR

Underground tunnel mapping with Artec Jet

u/artec_3d — 11 days ago
▲ 3 r/LiDAR+2 crossposts

Missed the Aeva ($AEVA) deadline? They are actually accepting "Late Claims" right now.

Most of the time, once a class action deadline passes, you’re just out of luck. But I just saw that the $14M Aeva Technologies settlement is officially in a "Late Claims" window.

If you held through the 2021 merger mess and thought you missed your chance to file, this is your mulligan.

The Refresh: This settlement is about the March 2021 merger with InterPrivate Acquisition Corp. The lawsuit alleged that investors were misled during the SPAC transition, leading to the massive price drop afterward.

Are you eligible? You can likely still submit a claim if you held $AEVA (or the original InterPrivate shares) between August 16, 2019 and March 12, 2021

The "Late Claim" Shortcut: I’m using 11th for this one because late claims are notoriously annoying to file manually.

  • Why it’s easier: Since the primary deadline has passed, the court's scrutiny on paperwork is usually higher. But I found that 11th links to your brokerage, pulls the 2021 trade data automatically, and submits it as a late claim for you.
  • The Deal: They take a 20% cut, but since most people (including me) thought this window was already closed, getting 80% of a surprise check is a win.

If you’re still holding those merger bags, don’t ignore this just because you think you're "too late." Go see if you can still get your cut.

u/EducationalMango1320 — 4 days ago
▲ 2 r/LiDAR

FARO Blink vs BLK360 G2 for As-Built Measurement Business?

Hi everyone,

I’m looking to start an as-built measurement company focused on smaller residential homes (around ~2,000 sq ft).

I recently had a demo of the FARO Blink, and on paper it looks really promising. That said, I know the BLK360 G2 is a proven, solid option in this space.

I found both at similar prices and want to hear which direction you would go ?

reddit.com
u/Apprehensive-Dark845 — 8 days ago
🔥 Hot ▲ 120 r/LiDAR

We creating a high-precision, decision-grade ready 3D models from both Lidar and imagery data

Our platform can:
- Auto-detect gaps early
- Measure deterioration over time
- Auto data-integrity input validation
- Act before failure happens

Repeat this over time to becomes predictive infrastructure monitoring.

Tool:

https://www.dronetwins360.com/

u/AVIOTIX — 11 days ago
▲ 4 r/LiDAR

Got LiDAR and cameras off of VAN, trying to find out what they are worth and who would want to buy them.

I recently came across two vans that did LiDAR mapping and pavement scanning. The company went out of business and ended up with the vans. I’ve sold the pavement scanners in the GPS, but I still have the cameras in LiDAR in a bunch of computer equipment that were in the vans and I don’t know who buys stuff like this. Just looking for a group who might buy the heavy duty cameras that mount on the top of the vans and the LiDAR equipment.

reddit.com
u/PrestigiousPanda8728 — 8 days ago
▲ 3 r/LiDAR

Where to learn how to work with point clouds

I posted here some time ago about turning point cloud to a mesh. With your help I got it working and now I want to know where I can learn how to work with this type of data (CloudCompare as it’s free). I like playing with it for 3d printed cities but now I think it’s time to go a bit deeper. Why? I don’t know as I don’t have anything but this personal project going on but I believe it’s something that can be useful in the future. There are a lot of tutorials out there but I would like something more or less structured (not just one feature that I may need at the moment) to know the base. Any help would be appreciated

reddit.com
u/Wasd39 — 10 days ago
🔥 Hot ▲ 62 r/LiDAR

Just released a free and open source 3D viewer with .las/.laz support !

Hey! I just released a free and open source 3D viewer with .las/.laz support and more point cloud formats (thanks to PDAL). It does much more than that btw, ton of different formats, thumbnails, HDRI lighting, and so on!

Let me know what you think!

https://f3d.app/

(not vibecoded)

u/GloWondub — 15 days ago
▲ 0 r/LiDAR

I need a LiDAR scanner

what's a good cheep LiDar scanner that can do whatever the iPhone LiDar Scanner can do.I heard from someone that it s an app on the IPhone that is good and can mesure the width and height of a tree.I would realy apreciate something that is not complicated and cheep.Thank You

reddit.com
u/iSlav_Blyat — 10 days ago
▲ 0 r/LiDAR

please recommend high accuracy, high resolution, pure solid state, close range lidar to monitor human traffic in a room.

please recommend high accuracy, high resolution, pure solid state, close range lidar

to monitor human traffic in a room.

reddit.com
u/THANOSTITAN89888 — 10 days ago