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+ ---
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+ license: mit
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+ task_categories:
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+ - robotics
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+ tags:
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+ - franka-panda
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+ - manipulation
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+ - real-world
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+ - 224x224
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+ - square-center-crop
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+ ---
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+
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+ # Real-World Franka Panda Task Data (224px Square Center Crop)
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+
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+ ## Tasks
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+
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+ | Task | Description | Train Demos | Val Demos |
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+ |------|-------------|-------------|-----------|
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+ | task_1 | put the pink noodle in the bowl | 90 | 10 |
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+ | task_2 | put the bread in the bowl | 90 | 10 |
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+ | task_3 | pour the pasta into the pan | 89 | 10 |
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+ | task_4 | close the right cabinet door | 90 | 10 |
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+
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+ ## Data Format
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+
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+ Each demo is an HDF5 file with:
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+ ```
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+ root/
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+ actions: (T, 10) float64 — [pos(3), rot6d(6), gripper(1)]
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+ agentview/video: (1, T, 3, 224, 224) uint8
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+ eye_in_hand/video: (1, T, 3, 224, 224) uint8
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+ extra_states/ee_states:(T, 10) float64 — current EE state, same format
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+ task_emb_bert: (768,) float32
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+ ```
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+
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+ ## Image Preprocessing
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+
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+ Images are **square center cropped** from ZED VGA (672×376):
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+ 1. Crop 148px from each side → 376×376
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+ 2. Resize → 224×224
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+
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+ ## Action Format
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+
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+ 10D absolute end-effector pose:
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+ - dims 0-2: position (x, y, z) in meters
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+ - dims 3-8: 6D rotation (first two rows of rotation matrix)
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+ - dim 9: gripper width in meters (0=closed, 0.08=open)
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+
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+ ## Robot Setup
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+
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+ - Robot: Franka Panda
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+ - Cameras: 2x ZED Mini (agentview + eye-in-hand)
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+ - Control: 10Hz
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+ - Data collection: teleoperation via GELLO