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piper-apple-picking-v3

LeRobot v3.0 dataset for Piper apple-picking in Isaac Lab + real robot, with per-frame reasoning labels.

  • 1000 trajectories = 960 sim (cuRobo auto-collected) + 40 real (Piper teleop)
  • 1,388,956 frames @ 30 fps
  • Cameras: observation.images.ego (wrist) + observation.images.front
  • State 8D (6 arm joints + gripper + contact tau), action 7D
  • Task: Pick the red apples one by one and place them into the green basket

Reasoning label columns

Per-frame auxiliary labels for reasoning heads:

column shape meaning
apple_bbox (5,5) front-cam apple boxes [visible, x1, y1, x2, y2], normalized
apple_bbox_ego (5,5) wrist-cam apple boxes
target_idx (1,) index of the target apple (−1 = none)
phase (1,) grasp-phase code
gripper_bbox (2,5) gripper box per camera

Real episodes (last 40): apple_bbox / apple_bbox_ego / phase are live (Grounding-DINO detections); target_idx and gripper_bbox are masked (−1 / 0) because GD-DINO can't produce them reliably on the real Piper — the 960 sim episodes provide that supervision from privileged simulator state.

Load

from lerobot.datasets.lerobot_dataset import LeRobotDataset
ds = LeRobotDataset("Faless/piper-apple-picking-v3", revision="v3.0")
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Models trained or fine-tuned on Faless/piper-apple-picking-v3