STARDUST

Sensor-true synthetic data and simulation, in minutes

For the world’s most demanding perception teams. Describe a scenario, and Stardust renders diverse, labeled, sensor-accurate data with rich time-series metadata. Generate in minutes what a fleet takes months to collect.

BOOK A DEMO READ THE DOCS

scene.ipynb

import bbi world = bbi.World()                      # initialise world stateworld.spawn("container_ship", quantity=12)   # place assetsworld.spawn("buoy", quantity=30, scatter=True) world.ocean(sea_state=4)                 # change the seaworld.weather(fog=0.3, time="dusk")      # change the weathercam = world.camera(preset="maritime_eo") # sensor preset imgs = world.render(frames=4000)         # render + auto-labelimgs.download(annotations=["bbox", "segmentation"])

Real data alone will not get you there

// real data today

✕Real data is slow and expensive to collect and label
✕The long tail is missing: rare, dangerous, and edge-case scenarios never make the dataset
✕Sensor coverage is fixed to whatever hardware you flew, so you cannot test what you did not capture

SENSORS & LABELS

Multi-domain, photorealistic data matching your operational requirements

One scene, rendered across modalities in perfect registration, with ground-truth labels generated automatically for every frame.

RGBPhotorealistic visible spectrum

IRInfrared and thermal bands

DEPTHPer-pixel depth and range

SEGMENTATION + BBOXESPixel-perfect masks and 2D/3D boxes

NEURAL RENDERING

Achieve realism and diversity with AI post-processing

A learned post-processing pass closes the domain gap and multiplies diversity. One scene, every condition: weather, lighting, and time of day, all sensor-true, so models transfer cleanly to the real world.

Synthetic maritime scene, clear conditions — CLEAR

Synthetic maritime scene, overcast conditions — OVERCAST

Synthetic maritime scene, fog conditions — FOG

Synthetic maritime scene, dawn conditions — DAWN

Synthetic maritime scene, dusk conditions — DUSK

Synthetic maritime scene, rain conditions — RAIN

3D ASSETS

A 1,000+ object 3D asset library, and counting

Drag and drop from over a thousand production-ready, physically-accurate 3D assets, each tagged with real-world dimensions. Need something rare? Generate new assets with AI on demand, or request a custom asset from our 3D team.

100×faster than collecting and labeling real-world data

6sensor-true modalities: EO, IR, SWIR, LiDAR, SAR, radar

0manual labels, every frame is pixel-perfect and training-ready

Built for the hardest domains

Robotics →Maritime →Aerial →Space →Off-road →

Stardust trains and tests your perception models. When you are ready to evaluate a full policy, Manifold runs it on any benchmark and ranks it on a shared leaderboard.

EXPLORE MANIFOLD

Unlock unlimited datasets

Tell us what you are building and the data you need. We will get you access.