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Real-World Franka Panda Task Data (224px Square Center Crop)

Tasks

Task Description Train Demos Val Demos
task_1 put the pink noodle in the bowl 90 10
task_2 put the bread in the bowl 90 10
task_3 pour the pasta into the pan 89 10
task_4 close the right cabinet door 90 10

Data Format

Each demo is an HDF5 file with:

root/
  actions:               (T, 10) float64  — [pos(3), rot6d(6), gripper(1)]
  agentview/video:       (1, T, 3, 224, 224) uint8
  eye_in_hand/video:     (1, T, 3, 224, 224) uint8
  extra_states/ee_states:(T, 10) float64  — current EE state, same format
  task_emb_bert:         (768,) float32

Image Preprocessing

Images are square center cropped from ZED VGA (672×376):

  1. Crop 148px from each side → 376×376
  2. Resize → 224×224

Action Format

10D absolute end-effector pose:

  • dims 0-2: position (x, y, z) in meters
  • dims 3-8: 6D rotation (first two rows of rotation matrix)
  • dim 9: gripper width in meters (0=closed, 0.08=open)

Robot Setup

  • Robot: Franka Panda
  • Cameras: 2x ZED Mini (agentview + eye-in-hand)
  • Control: 10Hz
  • Data collection: teleoperation via GELLO
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