REAL-WORLD DATA FOR EMBODIED AI

From open benchmark datasets to custom collection pipelines, RealSource delivers standardized real-world robot data at scale.

60,000 ENTRIES/DAY
MULTI-MODAL REAL-ROBOT DATA
QUALITY-CONTROLLED DELIVERY
THREE DATA ACCESS OPTIONS

OPEN
SOURCE

Publicly available trajectories distributed across official repositories for open research and benchmarking.

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STANDARD
DATASET

Standardized task and scene datasets designed for faster model development and evaluation.

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CUSTOM
BUILD

Custom data collection pipelines tailored to your research objectives, robot setup, and target scenarios.

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01 VISION STREAM
  • HEAD_RGBD_60FPS[Y]
  • WRIST_CAM_30FPS[Y]
  • STEREO_DEPTH_MAP[Y]
  • THERMAL_UPLINK[N]
02 STATE VECTORS
  • EE_POS_QUATERNION6DOF
  • JOINT_VELOCITY7-AXIS
  • TORQUE_SENSOR_NET1KHZ
  • IMU_ACCEL_VECTORRAW
03 ANNOTATIONS
  • SKILL_LABELSAUTO
  • SUCCESS_METRIC0.0-1.0
  • OBJECT_SEGMENTSAM_V2
  • ACTION_CHUNKING50MS
04 ENCODINGS
  • MCAP_CONTAINERFOXGLOVE
  • HDF5_SERIALIZEDLZ4_CMP
  • LEROBOT_PYTORCHNATIVE
  • PROTOBUF_EXPORTV3

WHY REALSOURCE DATA STANDS OUT

0x01

Hard-Synchronized Multi-Modal Sensors

3 camera views · hardware-level sync · precise timestamps

Tightly aligned multi-view visual streams give models a consistent temporal foundation for perception, fusion, and action learning.

0x02

Ultra-Low Frame Loss

<0.5% loss rate across multi-channel collection

An optimized transmission, caching, and processing pipeline helps preserve complete and continuous demonstrations even under demanding recording conditions.

0x03

Rich Robot-State Signals

71-D state space · 14M+ frames · 30 FPS visual observations

RealSource pairs dense robot proprioception with large-scale visual demonstrations to support both learning and evaluation workflows.

0x04

Calibration-Ready by Default

Full intrinsics/extrinsics · ready for correction, hand-eye, and 3D workflows

With complete calibration metadata included, teams can move faster from raw data to usable perception and reconstruction pipelines.

0x05

Generalization Built into Collection

35 tasks · kitchen / conference room / convenience store / household scenes

RealSource introduces controlled variation in objects, scenes, lighting, viewpoints, and execution styles so models learn robust behaviors instead of brittle demonstrations.

0x06

Human-Like Demonstrations at the Source

Exoskeleton teleop · 7 DoF · 0.088° · 100 Hz

Exoskeleton-based teleoperation preserves natural dual-arm coordination and expert motion intent, creating trajectories that are more transferable to real embodied tasks.

STANDARDS & INTEROPERABILITY

Standardized for Real-World AI Pipelines

From data collection to model training and deployment, RealSource is built for compatibility, consistency, and workflow integration.

Standards Leadership

RealMan leads the formulation of 3 CR standards for humanoid robot data systems.

Format Compatibility

Supports MCAP, HDF5, and LeRobot for easier integration with mainstream research toolchains.

Workflow Integration

Designed for reinforcement learning validation, model development, and real-world deployment.

CUSTOM DATA_
PIPELINE

A standardized workflow for turning task requirements into training-ready, deployment-aligned datasets.

01
Define the Task

Set target tasks, scenarios, data scope, and success criteria.

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02
Design the Collection Setup

Confirm robot configuration, sensors, environments, and collection strategy.

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03
Capture the Data

Run parallel teleoperation sessions for scalable real-world data collection.

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04
Quality Assurance

Apply automated checks and expert review to ensure consistency and usability.

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05
Format

Prepare the dataset in target formats such as MCAP, HDF5, or LeRobot.

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06
Annotation & Structuring

Add semantic labels, metadata, and task structure for downstream training use.

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07
Deliver & Integrate

Deliver packaged datasets for easier use in research, training, and deployment workflows.

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BUILD THE
FUTURE.

General Inquiries:
info@realman-robot.com
Sales
Sales@realman-robot.com