RoboTwin2.0 - LeRobot v3.0
RoboTwin2.0 converted to LeRobot v3.0 format. Contains both joint-space and end-effector (EE) pose data for bimanual manipulation across 5 robot embodiments.
Dataset Statistics
| Episodes | 114,001 |
| Frames | 18,709,206 |
| Tasks | 50 |
| Embodiments | 5 |
| FPS | 30 |
| Format | LeRobot v3.0 (Parquet + MP4) |
| Size | ~20 GB |
Embodiments
| Embodiment | Episodes | DOF (per arm) |
|---|---|---|
| Franka | 22,501 | 7+1 |
| ARX-X5 | 24,500 | 6+1 |
| Aloha-AgileX | 25,000 | 6+1 |
| Piper | 18,500 | 6+1 |
| UR5 | 23,500 | 6+1 |
All robots are bimanual (dual-arm). Each arm has joint_dim + gripper(1) DOF.
Features
| Feature | Shape | Description |
|---|---|---|
observation.state |
[16] |
Joint state: left_joint(7) + left_grip(1) + right_joint(7) + right_grip(1) |
observation.state_ee |
[16] |
EE pose: left_xyz(3) + left_quat(4) + left_grip(1) + right(8) |
observation.embodiment_id |
[5] |
One-hot embodiment vector |
action |
[16] |
Next-frame joint state (absolute) |
action_ee |
[16] |
Next-frame EE pose (absolute) |
observation.images.head |
[240, 320, 3] |
Head camera (video) |
observation.images.left_wrist |
[240, 320, 3] |
Left wrist camera (video) |
observation.images.right_wrist |
[240, 320, 3] |
Right wrist camera (video) |
observation.images.front |
[240, 320, 3] |
Front camera (video, not all embodiments) |
Conventions
- Joint state: Padded to 7 DOF per arm (zero-padded for 6-DOF robots)
- EE quaternion:
[w, x, y, z]format (scalar first) - Gripper:
[0, 1], where1 = open
Tasks (50)
Click to expand full task list
adjust_bottle, beat_block_hammer, blocks_ranking_rgb, blocks_ranking_size, click_alarmclock, click_bell, dump_bin_bigbin, grab_roller, handover_block, handover_mic, hanging_mug, lift_pot, move_can_pot, move_pillbottle_pad, move_playingcard_away, move_stapler_pad, open_laptop, open_microwave, pick_diverse_bottles, pick_dual_bottles, place_a2b_left, place_a2b_right, place_bread_basket, place_bread_skillet, place_burger_fries, place_can_basket, place_cans_plasticbox, place_container_plate, place_dual_shoes, place_empty_cup, place_fan, place_mouse_pad, place_object_basket, place_object_scale, place_object_stand, place_phone_stand, place_shoe, press_stapler, put_bottles_dustbin, put_object_cabinet, rotate_qrcode, scan_object, shake_bottle, shake_bottle_horizontally, stack_blocks_three, stack_blocks_two, stack_bowls_three, stack_bowls_two, stamp_seal, turn_switch
Each task uses the randomized_500 variant (domain-randomized, up to 500 episodes per embodiment).
Source
Converted from TianxingChen/RoboTwin2.0 HDF5 data using parallel conversion with per-task checkpointing.
Citation
@article{mu2024robotwin,
title={RoboTwin: Dual-Arm Robot Benchmark with Generative Digital Twins},
author={Mu, Yao and Chen, Tianxing and Peng, Shijia and Chen, Zanxin and Gao, Zeyu and Zou, Yude and Lin, Lunkai and Xie, Zhiqiang and Luo, Ping},
journal={arXiv preprint arXiv:2409.02920},
year={2024}
}
Local metadata repair
Revision 20260914-raw-stats-fp64-wxyz-v1 (2026-09-14T05:54:41.087390+00:00): corrected the quaternion convention to wxyz and recomputed raw numeric means and population standard deviations from all 18,709,206 frames using stable float64 accumulation. Raw min/max/count and canonical meta/rotation_stats.json were preserved; Parquet and video data were not rewritten. The source inventory, original metadata backups, and verification receipt are at /data/dev/code/lerobot/continue_dlm/experiments/results/reports/data_quality/20260914_cdlm_mask_robotwin_fix/robotwin/repair_receipt.json.
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