Datasets:
Contactile peg-in-hole demonstrations (TaMeSo)
Teleoperated peg-in-hole demonstrations with a soft-wrist robot and a 3×3 Contactile (PapillArray) tactile sensor, used to train MAT³ (Masked Tactile Trajectory Transformer) in Tactile Memory With Soft Robot: Robust Object Insertion via Masked Encoding and Soft Wrist (IEEE RA-L 2026).
- 64 episodes, 19,888 frames, 50 Hz
- Robot: UR5e with a soft wrist, integrated F/T sensor, Robotiq Hand-E, HTC VIVE tracker on the gripper
Layout
| revision | format | notes |
|---|---|---|
main (tag v3.0) |
LeRobot v3.0 (meta/, data/) |
used by the data viewer, recent LeRobot and mat3 |
branch v1.6 |
LeRobot v1.6 (meta_data/, train/, videos/, episodes/, episodes_original/) |
original recording, kept for the original research code |
The v3.0 files are converted from the v1.6 files by mat3.data.convert: frame order is kept, episodes
are renumbered in storage order (original ids: meta/source.json), and meta/stats.json holds the
original normalisation statistics. The camera videos are only in the v1.6 branch.
from lerobot.datasets.lerobot_dataset import LeRobotDataset
ds = LeRobotDataset("omron-sinicx/contactile_200_lota")
Features
| key | dim | description |
|---|---|---|
observation.contactile |
33 | 11 pillars × (x, y, z) force; the first 9 form the 3×3 taxel grid |
observation.ft |
6 | force / torque |
observation.eef.position, observation.eef.rotation_ortho6 |
3 + 6 | end-effector pose |
observation.eef.rotation_axis_angle |
3 | end-effector rotation (axis-angle) |
observation.vive_tracker_pose |
7 | gripper pose from the motion tracker (xyz + quaternion) |
observation.qpos, observation.qvel |
6 + 6 | joint positions / velocities |
action.position_cmd, action.rotation_cmd |
3 + 3 | commanded position / rotation (zyx Euler) |
action.position, action.rotation_ortho6 |
3 + 6 | target pose |
action.gripper |
1 | gripper command |
action.stiffness_diag.trans, action.stiffness_diag.rot |
3 + 3 | stiffness |
Citation
@article{kamijo2026tactile,
title = {Tactile Memory With Soft Robot: Robust Object Insertion via Masked Encoding and Soft Wrist},
author = {Kamijo, Tatsuya and Nishimura, Mai and Shibasaki, Nodoka and Siburian, Jeremy and Beltran-Hernandez, Cristian C. and Hamaya, Masashi},
journal = {IEEE Robotics and Automation Letters},
volume = {11},
number = {7},
pages = {7844--7851},
year = {2026},
doi = {10.1109/LRA.2026.3692097},
}
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