Humanoid robots learn from people first — we collect the human demonstration data that trains VLA models.
FORMATS
LeRobotRLDSUnitree G1 EDUUMIGELLO / leader-armsWHAT WE COLLECT
Six data types, one capture pipeline
Bimanual teleop demonstrations
CORE PRODUCTGELLO / leader-arm teleoperation across pick-and-place, folding, pouring and assembly tasks.
RGB × 3–4 views + wrist camera
joint states · actions · gripper state
30–60 Hz · LeRobot / RLDS
15–60 s episodes, language-annotated
Humanoid data (Unitree G1 EDU)
VR teleoperation: whole-body manipulation and locomotion — the most valuable embodiment-specific type for humanoid companies.
Head camera · RGB-D
full-body joint states · IMU · actions
UMI data (handheld gripper, no robot)
Handheld gripper with camera in real environments — cheapest type to collect, scales beyond the lab: apartments, cafés, stores.
RGB fisheye
gripper pose (SLAM) · grip width
Egocentric video
First-person capture of household and workplace tasks — for pre-training VLA and video models, sold by volume.
RGB, optional gaze / IMU
timecode-level action annotation
Multi-view scene observations
One task captured synchronously from 4–6 cameras plus an egocentric view — for representation learning, 3D reconstruction and cross-view learning.
4–6 synchronized RGB streams
+ egocentric camera
Failure & recovery data
Failed attempts plus operator error correction — rare and in demand: most open datasets contain only successful episodes.
Source-modality streams
failure / recovery segmentation
Scaling the capture
30+
Scenes, from lab rigs to apartments, cafés and stores
200+
Objects, with lighting and camera-view variation
30–60 Hz
Timestamp-synchronized streams, 15–60 s episodes
COVERAGE
From lab rigs
to the real world
WHO IT'S FOR
Built for the teams training robot foundation models
Data aggregators & marketplaces
- Micro1
- Cortex AI
- Sensei
- Awign
Foundation model & AI labs
- Physical Intelligence
- Skild AI
- NVIDIA (GR00T team)
- Figure AI
Humanoid & robot manufacturers
- 1X Technologies
- Agility Robotics
- Apptronik
- Boston Dynamics
Industrial automation
- Covariant
- Universal Robots
- KUKA
- Toyota Research Institute
See a sample episode and the full spec sheet.
Camera layouts, formats, QA process and pricing — in one data card.
