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The open data network for physical AI. Observation → State → Action → Result.

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RobotData — Training the physical world.

© 2026 RobotData · Demo content

Domains

Tasks

Ten task domains, each with its own contact dynamics, failure modes and sensor requirements.

Manipulation

17 datasets · 2.5M episodes · 11.9K h

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Representative still for Open X-EmbodimentReal-world Indexed

Open X-Embodiment

Source: Open X-Embodiment Collaboration

ManipulationCustomLab
EPISODES
1.0M
HOURS
5.6K
CAMERAS
3
CC BY 4.010 Hz

RGB Video · Depth · Joint Positions · Actions +2

Representative still for BridgeData V2Real-world Indexed

BridgeData V2

Source: UC Berkeley RAIL

ManipulationSingle ArmKitchen
EPISODES
60K
HOURS
333.9
CAMERAS
4
CC BY 4.05 Hz

RGB Video · Depth · Actions · Robot State +1

Representative still for LeRobot Community SO-100 DatasetsReal-world Indexed

LeRobot Community SO-100 Datasets

Source: Hugging Face LeRobot

ManipulationSingle ArmHome
EPISODES
23K
HOURS
481
CAMERAS
2
Open Source30 Hz

RGB Video · Joint Positions · Actions · Robot State +1

Representative still for DROIDReal-world Indexed

DROID

Source: Stanford IRIS & REAL Labs

ManipulationSingle ArmHome
EPISODES
76K
HOURS
350
CAMERAS
3
CC BY 4.015 Hz

RGB Video · Depth · Joint Positions · Actions +2

Navigation

2 datasets · 25K episodes · 855 h

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Representative still for ANYmal Perceptive Locomotion & ParkourReal-world Indexed

ANYmal Perceptive Locomotion & Parkour

Source: ETH Robotic Systems Lab

NavigationQuadrupedConstruction Site
EPISODES
21K
HOURS
780
CAMERAS
4
Research Only400 Hz

RGB Video · Depth · LiDAR · IMU +3

Representative still for SACSoN Social NavigationReal-world Indexed

SACSoN Social Navigation

Source: UC Berkeley RAIL

NavigationMobile RobotOffice
EPISODES
4.0K
HOURS
75
CAMERAS
2
Open Source5 Hz

RGB Video · LiDAR · IMU · Actions +1

Household

13 datasets · 1.4M episodes · 25.5K h

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Representative still for RT-1 Robot Action DatasetReal-world Indexed

RT-1 Robot Action Dataset

Source: Google DeepMind Robotics

HouseholdMobile RobotKitchen
EPISODES
130K
HOURS
17.4K
CAMERAS
1
CC BY 4.03 Hz

RGB Video · Actions · Robot State · Language Instructions

Representative still for Mobile ALOHAReal-world Indexed

Mobile ALOHA

Source: Stanford IRIS & REAL Labs

HouseholdDual ArmHome
EPISODES
1.1K
HOURS
5.8
CAMERAS
4
Open Source50 Hz

RGB Video · Joint Positions · Actions · Robot State

Representative still for AgiBot World BetaReal-world Indexed

AgiBot World Beta

Source: AgiBot

HouseholdHumanoidHome
EPISODES
1.0M
HOURS
5.6K
CAMERAS
8
CC BY-NC-SA 4.0 (non-commercial)30 Hz

RGB Video · Depth · Tactile · Force/Torque +3

Representative still for CALVINSimulation Indexed

CALVIN

Source: Freiburg Robot Learning Lab

HouseholdSingle ArmKitchen
EPISODES
24K
HOURS
133.3
CAMERAS
2
Open Source30 Hz

RGB Video · Depth · Joint Positions · Actions +2

Warehouse

1 datasets · 235K episodes · 1.3K h

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Representative still for ARMBench: Amazon Robotic ManipulationReal-world Indexed

ARMBench: Amazon Robotic Manipulation

Source: Amazon Robotics

WarehouseSingle ArmWarehouse
EPISODES
235K
HOURS
1.3K
CAMERAS
4
Research Only30 Hz

RGB Video · Depth · Robot State · Actions

Manufacturing

6 datasets · 160K episodes · 890.6 h

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Representative still for ManiSkill2Simulation Indexed

ManiSkill2

Source: UC San Diego Hao Su Lab

ManufacturingDual ArmFactory
EPISODES
30K
HOURS
166.7
CAMERAS
3
Open Source100 Hz

RGB Video · Depth · Joint Positions · Actions +1

Representative still for ALOHA Static Bimanual DemosReal-world Indexed

ALOHA Static Bimanual Demos

Source: Stanford IRIS & REAL Labs

ManufacturingDual ArmLab
EPISODES
1.0K
HOURS
5.6
CAMERAS
4
Open Source50 Hz

RGB Video · Joint Positions · Actions · Robot State

Representative still for MimicGenSynthetic Indexed

MimicGen

Source: NVIDIA GEAR Lab

ManufacturingDual ArmFactory
EPISODES
50K
HOURS
277.8
CAMERAS
3
Open Source20 Hz

RGB Video · Depth · Joint Positions · Actions +1

Representative still for FMB: Functional Manipulation BenchmarkReal-world Indexed

FMB: Functional Manipulation Benchmark

Source: UC Berkeley RAIL

ManufacturingSingle ArmLab
EPISODES
23K
HOURS
125
CAMERAS
3
Open Source10 Hz

RGB Video · Depth · Force/Torque · Joint Positions +2

Construction

1 datasets · 36 episodes · 4.5 h

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Representative still for Hilti-Oxford SLAM ChallengeReal-world Indexed

Hilti-Oxford SLAM Challenge

Source: Hilti Group + Oxford Dynamic Robot Systems

ConstructionMobile RobotConstruction Site
EPISODES
36
HOURS
4.5
CAMERAS
5
Research Only200 Hz

RGB Video · LiDAR · IMU

Agriculture

1 datasets · 1.2K episodes · 55 h

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Representative still for Bonn Sugar Beets 2016Real-world Indexed

Bonn Sugar Beets 2016

Source: University of Bonn Photogrammetry & Robotics

AgricultureMobile RobotGreenhouse
EPISODES
1.2K
HOURS
55
CAMERAS
4
Open Source20 Hz

RGB Video · Depth · LiDAR · IMU +1

Healthcare

1 datasets · 103 episodes · 3.1 h

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Representative still for JIGSAWS Surgical ActivityReal-world Indexed

JIGSAWS Surgical Activity

Source: JHU CIRL + Intuitive Surgical

HealthcareDual ArmHospital
EPISODES
103
HOURS
3.1
CAMERAS
2
Research Only30 Hz

RGB Video · Joint Positions · Actions · Robot State

Automotive

2 datasets · 2.1K episodes · 11.9 h

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Representative still for Waymo Open Dataset (Perception)Real-world Indexed

Waymo Open Dataset (Perception)

Source: Waymo

AutomotiveAutonomous VehicleRoad
EPISODES
1.1K
HOURS
6.4
CAMERAS
5
Research Only10 Hz

RGB Video · LiDAR · IMU · Robot State

Representative still for nuScenesReal-world Indexed

nuScenes

Source: Motional

AutomotiveAutonomous VehicleRoad
EPISODES
1.0K
HOURS
5.5
CAMERAS
6
CC BY-NC-SA 4.0 (non-commercial)20 Hz

RGB Video · LiDAR · IMU · Robot State +1