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Add dataset card

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+ ---
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+ pretty_name: Piston Long-Horizon Videos
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+ tags:
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+ - robotics
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+ - simulation
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+ - video
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+ - isaaclab
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+ - replay
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+ ---
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+
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+ # Piston Long-Horizon Videos
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+
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+ This dataset contains 107 long-horizon piston replay recordings generated from the local archive `piston_long_horizon_ego_wrist_videos_20260726.tar`.
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+
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+ Each trajectory has two synchronized camera-view videos:
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+
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+ - `ego/`: ego/front camera recordings
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+ - `wrist/`: right wrist camera recordings
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+
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+ The videos were rendered from the 50 Hz replay pipeline used for the Piston task. The replay uses a free-physics object mode rather than strictly forcing the object pose at every frame, so the videos are intended for visual observation/replay inspection rather than as a ground-truth physical-state dataset.
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+
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+ ## Directory Structure
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+
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+ ```text
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+ ego/
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+ trajectory_csv_1/
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+ episode_trial0_env0.mp4
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+ ...
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+ trajectory_csv_2/
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+ ...
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+ trajectory_csv_3/
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+ ...
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+ wrist/
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+ trajectory_csv_1/
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+ episode_trial0_env0.mp4
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+ ...
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+ trajectory_csv_2/
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+ ...
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+ trajectory_csv_3/
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+ ...
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+ manifest.csv
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+ ```
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+
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+ ## Manifest
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+
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+ `manifest.csv` contains one row per trajectory and aligns the two camera views:
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+
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+ | Column | Description |
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+ | --- | --- |
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+ | `trajectory_group` | Source trajectory group, for example `trajectory_csv_1`. |
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+ | `episode` | Episode identifier, for example `episode_trial0_env0`. |
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+ | `ego_video` | Relative path to the ego/front camera video. |
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+ | `wrist_video` | Relative path to the right wrist camera video. |
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+
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+ ## Counts
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+
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+ - Trajectories: 107
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+ - Ego/front camera videos: 107
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+ - Right wrist camera videos: 107
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+ - Total MP4 files: 214
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+
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+ ## Loading Example
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+
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+ ```python
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+ import pandas as pd
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+
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+ manifest = pd.read_csv("manifest.csv")
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+ row = manifest.iloc[0]
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+
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+ ego_path = row["ego_video"]
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+ wrist_path = row["wrist_video"]
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+ ```
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+
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+ ## Limitations
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+
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+ - This dataset contains rendered replay videos only.
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+ - It does not include the original CSV trajectories, actions, robot states, or object states.
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+ - The recordings are simulated IsaacLab/Unitree G1 replay outputs, not real robot camera footage.
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+ - No train/validation/test split is provided.