Case Studies

Selected examples illustrating how synthetic 3D data accelerates training and evaluation.

Generative 3D: Pretraining Set

Delivered 120k assets spanning household, industrial, and outdoor categories with verified scale; improved downstream FID on held‑out benchmarks.

Multi‑format delivery (FBX/GLB/USD)
Consistent PBR materials and topology

Robotics: Warehouse Navigation

10 templated warehouses ×10 variations each; instance masks and hazard zones enabled faster sim‑to‑real transfer.

Semantic + instance segmentation
COCO JSON + KITTI boxes

Autonomous Driving: Edge Cases

Rare scenarios (construction, poor signage, unusual vehicles) synthesized systematically to boost recall in long‑tail conditions.

Controllable lighting and weather
Panoptic segmentation on demand