AutelicaTerrain lab

Terrain lab.

A real site, played on one clock. One person walks and jogs across a park, filmed by three small drones. You see their 3D body on the measured ground, each footfall where it landed, and a Unitree G1 running the same motion in simulation beside them. This is the raw material of a site sim.

The captured person as a 3D skeleton over the measured ground points of a park, with footprints where each foot was planted and a Unitree G1 beside them

Loading the capture…

Left foot –Right foot –
Our capture · G1 in simulation
0.00 s
Left / right foot planted, on the same clockDrag to scrub
G1 –

Capture 02, Oct 10, 2026: three small drones followed one person through a park. The dots are the ground measured from the drone footage, coloured by height; the skeleton is the measured 3D body; orange prints mark where a foot was planted, found from the 3D ankles. The G1 is a Unitree G1 tracking the same motion in physics simulation, drawn 1.3 m to the side. Drag to swing the camera. The capture write-up

From your site to a trained policy

Three stages. Realistic environments of real deployment sites, not stock scenes.

  1. 01

    Capture

    The site at very high fidelity: terrain, objects, and people’s whole-body and hand motion on that ground. Fixed cameras or small drones.

    Rig
    Small drones or fixed cameras
    Check
    Error report per clip
  2. 02

    Build the sim

    A simulation environment of that exact site: the measured terrain, objects and human motion, in your simulator.

    Scene
    Terrain mesh, height field, MJCF, URDF
    Loads in
    MuJoCo, Isaac Lab
  3. 03

    Train and test

    Your policy trained and tested on the site before the robot arrives, with the improvement measured against criteria agreed up front.

    Robots
    Unitree G1, H1-2, robot hands
    Result
    Improvement vs agreed criteria

What goes into each sim, the formats and the checks: how we work.

Headline results · from a different capture

Why measured ground matters. Measured on our Oct 17 terrain capture, not on the clip above.

ResultWhat was comparedWrite-up
10 cm vs ~70 cmTerrain slopes against survey lidar at p90: measured from drone footage vs guessed from the person’s motionThe Oct 17 capture
−0.1 cmMedian distance of the G1’s soles from the measured surface at stanceAccuracy table
12 vs 31 of 210Humanoid clips that fall in simulation when trained on a site’s real ground vs flat groundTerrain and robot training

Simulation and public benchmarks. Real-robot tests are next, through customer pilots.

Want this for your site?

Tell us where your robot is going and what people do there. We reply with a deployment pilot plan: what we capture, the sim we build and the criteria we report against.