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DROID

350 hours of Franka Panda teleoperation: 76k trajectories across 564 real scenes in homes, offices and labs, three stereo streams with language labels.

Published by DROID collaboration (Stanford, UC Berkeley), 2024-03

A wall of DROID episodes: Franka arms in kitchens, offices and bedrooms
Open data

Frame from the DROID dataset, DROID collaboration (Stanford, UC Berkeley), CC BY 4.0.

Commercial use OK

CC BY 4.0

PriceFree

The publisher's licence permits commercial use and redistribution, with attribution. Stated by the authors in the DROID paper, section III.

Get dataset Opens droid-dataset.github.io in a new tab
From a terminal
gsutil -m cp -r gs://gresearch/robotics/droid_100 .

droid_100 is the 100-episode sample; the full set is gs://gresearch/robotics/droid (1.7 TB).

Specification, as published

Hours (stated)
350 h
Episodes (stated)
76,000 episodes
Scale
76k demonstration trajectories or 350h of interaction data, collected across 564 scenes and 86 tasks
Task
Pick & place, Tidying & put-away, Cooking & food prep, Cleaning, Other
Environment
Indoor – lab, Indoor – office, Indoor – home
Modality
RGB, Stereo, Depth, Proprioception, Actions, Language
Capture
CCTV Scene
In frame
Robot hands
Captured in
Multiple regions
Embodiment
Franka Panda 7DoF arm
Frame rate
15 fps
Resolution
320x180 (RLDS); raw stereo HD in MP4/SVO
Formats
RLDS/TFRecord, MP4, Other
Size
1.7 TB (RLDS); 8.7 TB raw stereo HD; 5.6 TB raw non-stereo
Hosted on
Google Cloud Storage

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

About this dataset

DROID is a multi-institution manipulation corpus recorded on a standardised Franka Panda cart with two external Zed 2 stereo cameras and a wrist-mounted Zed Mini. Fifty collectors in North America, Asia and Europe gathered 76k demonstrations over 12 months across 564 scenes in 52 buildings, covering 86 task types. Data is offered as RLDS for training and as raw MP4 and SVO files for anyone who needs full-resolution stereo or depth.

Publisher's own task names: 86 tasks, tabletop manipulation, in-the-wild manipulation.

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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