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10Kh-RealOmin-OpenData

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Largest open-source dual-hand robotics dataset with 13,000+ hours of trajectory data.

DatasetText & NLP360K/moFree
Open dataset
Updated 2026-06-15

What is 10Kh-RealOmin-OpenData?

This is a large-scale collection of embodied motion data focused on dual-hand manipulation, recorded in everyday environments with full trajectory details.

It is intended for use in robotics research and reinforcement-learning model training that requires real-world manipulation examples.

What you can build with 10Kh-RealOmin-OpenData

Train robotic manipulation models

Use the synchronized dual-hand trajectories to train imitation learning policies for household object interactions in simulation or on real robots.

Develop precise hand tracking systems

Leverage frame-level clips and sub-millisecond alignment to benchmark and improve multi-camera or wearable-based hand pose estimation algorithms.

Analyze human activity patterns

Study motion data across 10,000+ scenarios to build statistical models of everyday bimanual actions for ergonomics or AR/VR applications.

Load 10Kh-RealOmin-OpenData

Python
from datasets import load_dataset

ds = load_dataset("genrobot2025/10Kh-RealOmin-OpenData")
  1. 1pip install datasets
  2. 2from datasets import load_dataset
  3. 3dataset = load_dataset('genrobot2025/10Kh-RealOmin-OpenData')
  4. 4Access splits and view motion clip metadata via dataset['train']
  5. 5Load individual trajectory arrays for model training

10Kh-RealOmin-OpenData: pros & cons

Pros

  • +Over 13,000 hours of real-world recordings
  • +High-precision reconstruction with sub-millisecond sync
  • +Diverse data from 3,000+ participants
  • +5+ million individual clips ready for ML

Cons

  • Extremely large dataset size may require significant storage
  • No text or language annotations provided
  • Category listed as NLP but content is motion capture only
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Frequently asked questions

A large collection of dual-hand motion recordings from real household scenarios with precise trajectory data.

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