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0observation.images.ego
0observation.images.ego
1observation.images.wrist
1observation.images.wrist

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xarm-hang-multimug-v0

A multi-task teleoperation dataset for hanging mugs of different colors on a mug tree, collected on an xArm7 robot arm via phone teleoperation.

Overview

Field Value
Robot xArm7
Tasks 3
Episodes 500
Total frames 305,540
Total duration 169.7 min (2 h 50 min)
FPS 30
Format LeRobot v3.0

Tasks

task_index Description Episodes Duration
0 Hang the red mug on the mug tree 165 ~58.0 min
1 Hang the white mug on the mug tree 165 ~54.3 min
2 Hang the blue mug on the mug tree 170 ~57.5 min

Episode Length

Stat Frames Seconds
Min 346 11.5
Median 608 20.3
Mean 611 20.4
Max 1002 33.4

Observation Space

State (observation.state) β€” float32[15]

Index Name Description
0–2 tcp.x/y/z TCP position (mm)
3–6 tcp.qw/qx/qy/qz TCP orientation as quaternion (scalar-first, canonical w β‰₯ 0)
7–13 joint.0–joint.6 Joint angles (degrees)
14 gripper Gripper state

Cameras

Key Resolution FPS Codec Description
observation.images.ego 320Γ—240 30 h264 Third-person egocentric view (downsampled 2Γ— from 640Γ—480)
observation.images.wrist 320Γ—240 30 h264 Wrist-mounted camera (downsampled 2Γ— from 640Γ—480)

Action Space

Action (action) β€” float32[8]

Index Name Description
0–2 tcp.x/y/z Target TCP position (mm)
3–6 tcp.qw/qx/qy/qz Target TCP orientation as quaternion (scalar-first)
7 gripper Target gripper command

Dataset Structure

xarm-hang-multimug-v0/
β”œβ”€β”€ data/
β”‚   └── chunk-000/
β”‚       └── file-000.parquet          # All frames (305,540 rows)
β”œβ”€β”€ videos/
β”‚   └── chunk-000/
β”‚       β”œβ”€β”€ observation.images.ego/   # 2 Γ— file-NNN.mp4 (packed, ≀200 MB each)
β”‚       └── observation.images.wrist/ # 2 Γ— file-NNN.mp4 (packed, ≀200 MB each)
└── meta/
    β”œβ”€β”€ info.json
    β”œβ”€β”€ stats.json
    β”œβ”€β”€ tasks.parquet
    └── episodes/
        └── chunk-000/
            └── file-000.parquet      # Per-episode metadata and stats

Videos were recorded one MP4 per episode at 640Γ—480, then packed into multi-episode files and downsampled 2Γ— via teleoperation/combined_videos.py. Per-episode timestamp ranges are recorded in meta/episodes/.../file-000.parquet under videos/<key>/from_timestamp and to_timestamp.

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