Episodes Preview Franka Panda Visualizer
384 episodes · 20 fps · 2 cameras · 256×256 av1

pick_robosuite v1: "Hand me the {bottle | vial | syringe}" (robosuite, Franka Panda)

Scripted demonstrations of a single-arm Franka Panda picking a named object from a table and placing it in a tray. They were generated in robosuite 1.5.2 (MuJoCo 3.3.7) for the CathLab Companion project (Siemens Healthineers Hackathon 2026, challenge C2).

Episodes 384 (128 per object), all expert successes
Frames 69,191 at 20 fps (mean episode length: bottle 216, vial 162, syringe 163 steps)
Robot Franka Panda + Franka hand, robosuite OSC_POSE (delta, base frame)
Format LeRobot v3, robot_type: panda
Source scripted (privileged analytic grasp templates → waypoints)

I/O (LIBERO-compatible)

Key Shape Meaning
action float32[7] Normalized to [-1, 1]: [dx, dy, dz] / 0.05 m, [drx, dry, drz] / 0.5 rad (axis-angle, robot base frame), gripper (−1 open, +1 close)
observation.state float32[8] End-effector position (3, base frame, table top at z = 0), end-effector axis-angle (3), 2 finger joint positions
observation.images.agentview 256×256×3 video Fixed third-person camera (robosuite default agentview)
observation.images.eye_in_hand 256×256×3 video Wrist camera
task string Instruction, one of "Hand me the {object}", "Please pass the {object}", "Can you give me the {object}"

Images are stored upright (OpenCV convention). LIBERO's raw robosuite frames are vertically flipped, so flip them if you want to match LIBERO preprocessing exactly.

Variation (training grid)

The 384 episodes are the full training grid:

  • 3 target objects × 8 layouts × 4 object-colour palettes × 4 table colours;
  • per episode, sampled continuously:
    • object mass × U(0.7, 1.3);
    • friction U(0.5, 1.0);
    • light intensity × U(0.7, 1.3);
    • colour temperature U(4000, 7500) K.

All three objects are always present (target + 2 distractors). Layouts 8–9, palette 4 and table colour 4 are held out for evaluation and do not appear here.

meta/episodes_extra.jsonl stores, per episode:

  • the full EpisodeConfig (object, layout, colours, physics, lighting, seed);
  • the instruction and step count;
  • the raw shard it came from.

Objects

Object Geometry Mass
bottle upright cylinder Ø62 × 250 mm (side grasp) 0.30 kg
vial upright cylinder Ø27 × 42 mm (top grasp) 0.02 kg
syringe lying: barrel Ø15 + plunger Ø8 + flange, 140 mm (top grasp across the barrel) 0.015 kg

The tray (inner 0.25 × 0.32 m) is fixed to the right of the pick region.

Load

from lerobot.datasets.lerobot_dataset import LeRobotDataset
ds = LeRobotDataset("Rakeshdharan56/pick_robosuite", revision="v1")

Raw per-episode .npz shards (for re-conversion) are in Rakeshdharan56/pick_robosuite_raw.

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