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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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+ - drone
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+ - rescue
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+ - trajectory-planning
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+ - alpine
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+ - geospatial
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+ - xyz-semantic
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+ - skyfull
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+ - lerobot-compatible
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+ size_categories:
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+ - 10K<n<100K
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+ ---
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+
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+ # skyfull-zermatt-rescue-v1
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+
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+ Rescue drone trajectory dataset over **real Zermatt terrain** (Valais, Switzerland).
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+ Generated with [Skyfull](https://github.com/Ethgar/skyfull) — a geo-scale simulation
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+ platform for physical intelligence.
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+
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+ ## What makes this different
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+
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+ No pixels. No camera. Pure XYZ coordinates.
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+
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+ The terrain is encoded as an implicit neural function (`TerrainNet`), not a texture or image.
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+ Every trajectory is a sequence of `(lon, lat, alt_m)` waypoints computed analytically,
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+ then used as supervised signal for a tiny policy MLP.
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+
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+ This is the same principle as [LeRobot](https://github.com/huggingface/lerobot) —
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+ collect → train → deploy — but the "lab" is a real Alpine mountain range and the
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+ "robot" is a rescue drone.
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+
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+ ## Tile
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+
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+ | | |
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+ |---|---|
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+ | Region | Zermatt, Valais, Switzerland |
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+ | Bounds | lat [45.95, 46.07] lon [7.68, 7.82] |
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+ | Terrain source | AWS Terrarium tiles, zoom 12 (~26 m/px) |
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+ | Terrain model | TerrainNet — 4k-param MLP, 37 KB |
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+ | City base | Zermatt (7.7480°, 46.0200°) |
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+
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+ ## Dataset
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+
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+ | | |
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+ |---|---|
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+ | Episodes | 10,000 |
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+ | Steps per episode | 40 |
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+ | Observation | (lon, lat, alt_m) — 3 floats per step |
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+ | Trajectory shape | (40, 3) float32 |
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+ | Victim min elevation | 2200 m |
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+ | Terrain clearance | 80 m minimum |
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+ | Total size | ~5 MB |
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+ | Terrain violations | 0 / 10,000 |
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+
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+ ## Files
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+
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+ | File | Shape | Description |
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+ |---|---|---|
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+ | `episodes.npy` | `(10000, 40, 3)` float32 | Full trajectories: lon, lat, alt_m per step |
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+ | `victims.npy` | `(10000, 3)` float32 | Victim locations: lon, lat, elev_m |
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+ | `dataset_info.json` | — | Schema, tile metadata, generation params |
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+
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+ ## Quick start
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+
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+ ```python
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+ import numpy as np
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+ from huggingface_hub import hf_hub_download
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+
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+ episodes = np.load(hf_hub_download("Ethgar/skyfull-zermatt-rescue-v1", "episodes.npy", repo_type="dataset"))
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+ victims = np.load(hf_hub_download("Ethgar/skyfull-zermatt-rescue-v1", "victims.npy", repo_type="dataset"))
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+
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+ print(episodes.shape) # (10000, 40, 3)
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+ print(victims.shape) # (10000, 3)
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+ ```
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+
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+ ## Companion model
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+
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+ Trained policy: [`Ethgar/skyfull-policy-zermatt-rescue-v1`](https://huggingface.co/Ethgar/skyfull-policy-zermatt-rescue-v1)
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+
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+ Input: `(victim_dlon, victim_dlat, victim_elev)` — 3 floats
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+ Output: full trajectory `(40, 3)` — planned in < 2 ms on CPU
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+
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+ ## Skyfull tile library
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+
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+ | Tile | Region | Repo |
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+ |---|---|---|
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+ | Aosta Valley | Valle d'Aosta, Italy | [Ethgar/skyfull-aosta-valley-rescue-v1](https://huggingface.co/datasets/Ethgar/skyfull-aosta-valley-rescue-v1) |
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+ | Chamonix | Haute-Savoie, France | [Ethgar/skyfull-chamonix-rescue-v1](https://huggingface.co/datasets/Ethgar/skyfull-chamonix-rescue-v1) |
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+ | Zermatt | Valais, Switzerland | [Ethgar/skyfull-zermatt-rescue-v1](https://huggingface.co/datasets/Ethgar/skyfull-zermatt-rescue-v1) |
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+ | Dolomites | South Tyrol, Italy | [Ethgar/skyfull-dolomites-rescue-v1](https://huggingface.co/datasets/Ethgar/skyfull-dolomites-rescue-v1) |
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+
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+ ## Cite
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+
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+ ```
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+ @misc{skyfull-zermatt-rescue-v1,
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+ author = {Ethgar},
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+ title = {Skyfull: Zermatt rescue drone dataset},
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+ year = {2026},
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+ publisher = {HuggingFace},
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+ howpublished = {\url{https://huggingface.co/datasets/Ethgar/skyfull-zermatt-rescue-v1}},
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+ }
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+ ```