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EgoSteer Real-World Bimanual Teleoperation Dataset

192 hours and 54,454 episodes of RealMan dual-arm teleoperation with Ruiyan dexterous hands across 193 tasks, RGB-D at 30 Hz, LeRobot v3, Apache 2.0 tag.

Published by EgoSteer, 2026-07

Open data
Commercial use OK

Apache 2.0

PriceFree

The publisher's licence permits commercial use and redistribution, with attribution. Hub card tag apache-2.0; the card body could not be read in full, so the sentence covering the video files is unconfirmed. The publisher's institutional affiliation is in the paper.

Get dataset Opens huggingface.co in a new tab
From a terminal
hf download EgoSteer/EgoSteer-RealWorld --repo-type dataset --local-dir ./EgoSteer-RealWorld

Public, no gate. 3.2 TB; pull selectively with --include.

Specification, as published

Hours (stated)
192 h
Episodes (stated)
54,454 episodes
Scale
54,454 episodes, 20.75 million frames
Task
Pick & place, Assembly, Tidying & put-away, Other
Environment
Indoor – lab
Modality
RGB, Depth, Proprioception, Actions, Language, Camera calibration
Capture
Egocentric
In frame
Robot hands
Captured in
Undisclosed
Embodiment
RealMan dual-arm robot with Ruiyan dexterous hands
Frame rate
30 fps
Resolution
640x480
Formats
LeRobot v3, Parquet, MP4
Size
3.2 TB
Hosted on
Hugging Face

Figures are the publisher's own. Kinetic Blocks has not measured this dataset.

About this dataset

EgoSteer-RealWorld records a RealMan dual-arm robot with Ruiyan dexterous hands under teleoperation across 193 tasks in seven categories (pick-and-place easy, medium and hard, non-prehensile, tool use, assembly, articulation): 56 common everyday tasks and 137 long-tail ones, with one to twelve English instructions per episode. Head and chest RGB-D cameras at 640x480 and 30 Hz, a 74-dimensional state and action, per-frame head and chest camera extrinsics and timestamps. 20.75 million frames across 54,454 episodes (54,261 train, 193 validation), 3.2 TB in LeRobot v3.

Publisher's own task names: 193 tasks in seven categories, non-prehensile manipulation, tool use, articulated objects.

What Kinetic Blocks did, and did not do

Indexed and linked from the publisher. Not hosted, verified or graded by Kinetic Blocks. The publisher's terms govern. The licence shown is the one stated on the publisher's page, linked above. Nothing on this page is a claim by Kinetic Blocks.

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