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3k episodes · 20 fps · 2 cameras · 640×480 avc1

DiscoDemo-Stage2_GenData-PnP_Banana

Demonstrations for the PnP-Banana task (pick up a banana and place it in a bowl), generated in simulation by the DiscoDemo generator (diversity weight α = 0.3) of DiscoDemo. Only successful, safety-filtered episodes are kept.

Stage Repository
Generator (RL policy) DAVIAN-Robotics/DiscoDemo-Stage1_RL-PnP_Banana
Generated dataset DAVIAN-Robotics/DiscoDemo-Stage2_GenData-PnP_Banana (this repository)
Imitation policy (π0.5) DAVIAN-Robotics/DiscoDemo-Stage3_SFT-PnP_Banana

Contents

Format LeRobot v3.0
Episodes 3,000
Frames 604,342
Rate 20 Hz
Cameras over_shoulder_left_camera, wrist_cam (480 × 640 RGB)
Language instruction "Pick up the banana and place it in the bowl"
  • action (8): absolute joint-position targets for the 7 arm joints and a binary gripper command (0 open, 1 close).
  • observation.state (8): the 7 arm joint positions and the gripper state.
  • observation.velocity (8): the corresponding velocities.
  • observation.skill_z (3): the skill vector the generator was conditioned on for the episode.

Usage

from lerobot.datasets.lerobot_dataset import LeRobotDataset

ds = LeRobotDataset("DAVIAN-Robotics/DiscoDemo-Stage2_GenData-PnP_Banana", revision="v3.0")

Citation

@article{park2026discodemo,
  title   = {DiscoDemo: Discovering Efficient and Diverse Robot Demonstrations for Imitation Learning},
  author  = {Park, Minho and Kim, Kinam and Kim, Donghu and Lee, Byungkun and Hwang, Dongyoon and Shin, Yongjae and Hyung, Junha and Lee, Hojoon and Choo, Jaegul},
  journal = {arXiv preprint},
  year    = {2026}
}
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