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Datasets:
PEBE691445
/
sat-image-boundingbox-sft-full

Tasks:
Image-Text-to-Text
Modalities:
Geospatial
Languages:
English
Size:
1M<n<10M
Tags:
satellite
land-cover
lfm-vl
geospatial
sat
earth
License:
Dataset card Files
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PEBE691445 Tonic commited on
Commit
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Duplicate from NuTonic/sat-image-boundingbox-sft-full

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Co-authored-by: Joseph [open/acc] Pollack <Tonic@users.noreply.huggingface.co>

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  2. README.md +56 -0
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+ *.7z filter=lfs diff=lfs merge=lfs -text
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+ *.arrow filter=lfs diff=lfs merge=lfs -text
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+ *.avro filter=lfs diff=lfs merge=lfs -text
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+ *.bin filter=lfs diff=lfs merge=lfs -text
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+ *.bz2 filter=lfs diff=lfs merge=lfs -text
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+ *.ckpt filter=lfs diff=lfs merge=lfs -text
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+ *.ftz filter=lfs diff=lfs merge=lfs -text
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+ *.gz filter=lfs diff=lfs merge=lfs -text
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+ *.h5 filter=lfs diff=lfs merge=lfs -text
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+ *.joblib filter=lfs diff=lfs merge=lfs -text
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+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
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+ *.lz4 filter=lfs diff=lfs merge=lfs -text
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+ *.mds filter=lfs diff=lfs merge=lfs -text
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+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
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+ *.model filter=lfs diff=lfs merge=lfs -text
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+ *.msgpack filter=lfs diff=lfs merge=lfs -text
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+ *.npy filter=lfs diff=lfs merge=lfs -text
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+ *.npz filter=lfs diff=lfs merge=lfs -text
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+ *.onnx filter=lfs diff=lfs merge=lfs -text
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+ *.ot filter=lfs diff=lfs merge=lfs -text
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+ *.parquet filter=lfs diff=lfs merge=lfs -text
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+ *.pb filter=lfs diff=lfs merge=lfs -text
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+ *.pickle filter=lfs diff=lfs merge=lfs -text
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+ *.pkl filter=lfs diff=lfs merge=lfs -text
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+ *.pt filter=lfs diff=lfs merge=lfs -text
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+ *.pth filter=lfs diff=lfs merge=lfs -text
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+ *.rar filter=lfs diff=lfs merge=lfs -text
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+ *.safetensors filter=lfs diff=lfs merge=lfs -text
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+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ *.tar.* filter=lfs diff=lfs merge=lfs -text
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+ *.tar filter=lfs diff=lfs merge=lfs -text
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+ *.tflite filter=lfs diff=lfs merge=lfs -text
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+ *.tgz filter=lfs diff=lfs merge=lfs -text
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+ *.zst filter=lfs diff=lfs merge=lfs -text
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+ *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - uncompressed
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+ *.pcm filter=lfs diff=lfs merge=lfs -text
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+ *.sam filter=lfs diff=lfs merge=lfs -text
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+ *.raw filter=lfs diff=lfs merge=lfs -text
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+ # Audio files - compressed
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+ *.aac filter=lfs diff=lfs merge=lfs -text
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+ *.flac filter=lfs diff=lfs merge=lfs -text
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+ *.ogg filter=lfs diff=lfs merge=lfs -text
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+ # Image files - uncompressed
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+ # Image files - compressed
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+ *.jpeg filter=lfs diff=lfs merge=lfs -text
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+ *.webp filter=lfs diff=lfs merge=lfs -text
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+ # Video files - compressed
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+ *.mp4 filter=lfs diff=lfs merge=lfs -text
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+ *.webm filter=lfs diff=lfs merge=lfs -text
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+ data/test.jsonl filter=lfs diff=lfs merge=lfs -text
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+ ---
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+ license: apache-2.0
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+ task_categories:
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+ - image-text-to-text
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+ language:
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+ - en
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+ tags:
8
+ - satellite
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+ - land-cover
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+ - lfm-vl
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+ - geospatial
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+ - sat
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+ - earth
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+ - observation
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+ - land
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+ - sft
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+ - sentinel
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+ - mapbox
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+ - terra
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+ pretty_name: NU-TONIC raw SFT Full
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+ size_categories:
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+ - 1M<n<10M
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+ ---
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+
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+ # NU-TONIC raw SFT Full
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+
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+ **Satellite imagery** and aligned **land-cover** outputs packaged as **image–text** rows for fine-tuning in SFT format. JSONL user prompts name the modality (satellite imagery vs. overhead context) where it matters.
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+
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+ ## Provenance
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+
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+ - **Locations:** GeoGuessr-style POIs (source: `stochastic/random_streetview_images_pano_v0.0.2`)
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+ - **Optical:** Sentinel-2 multispectral optical COGs from a public STAC catalog, **blue/green/red** or **visual** preview, percentile-stretched to uint8.
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+ - **Labels:** per-pixel land-cover raster from Earth Engine, **reprojected** to the same 10 m grid as the RGB stack, then tiled and **nearest-neighbor** downsampled with the mask.
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+ - **Context:** optional geographic overhead still per POI (token-based static map API) under `mapbox_stills/`.
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+ - **Rows:** global caption + grounding per tile of satellite imagery, plus **per–land-cover-class** caption .
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+ - **Downstream format:** `messages[]` with `image` + text, aligned with conventions.
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+
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+ ## Layout
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+
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+ - `images/*.png` — RGB chips (downsampled, e.g. 224×224).
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+ - `overlays/*.png` — optional bbox visualization per JSONL row (``--write-bbox-overlays``).
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+ - `mapbox_stills/*.png` — overhead context still per POI (when API token set).
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+ - `data/train.jsonl`, `data/validation.jsonl`, `data/test.jsonl` — splits hashed by `poi_id`.
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+ - `metadata/*.json` — per-tile sidecars (coordinates, scene id, `land_cover_label_meta` counts/shapes only).
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+
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+
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+ ## Licenses
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+
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+ Respect the **STAC** data provider terms, **Earth Engine** terms for label rasters, the **MapBox** ToS for optional stills, and the **MIT** HF pano dataset license for source coordinates.
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+
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+
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+ ---
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+
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+ ## Hub layout (sharded)
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+
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+ - This snapshot was processed so that ``images/``, ``mapbox_stills/``, ``overlays/``, and ``metadata/`` use at most **8000** files per leaf directory (Hub git limit: 10k files per directory). JSONL paths may include ``sNNNNN/`` shard segments where needed.
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images/s00000/poi_000006_g005_t0000.png ADDED

Git LFS Details

  • SHA256: d1b7394c424592187851d9ef912a251e12332faf52ea0dee2597359231892de2
  • Pointer size: 131 Bytes
  • Size of remote file: 120 kB
images/s00000/poi_000006_g006_t0000.png ADDED

Git LFS Details

  • SHA256: e570c2a2e3a52ee901a33ea19571acca951f85914216167f3007436c843ed35c
  • Pointer size: 131 Bytes
  • Size of remote file: 120 kB
images/s00000/poi_000006_t0000.png ADDED

Git LFS Details

  • SHA256: 7906544cd5c87dac02efd1205221f8cba8be49297a1f58f112a95b65a7532ca9
  • Pointer size: 131 Bytes
  • Size of remote file: 120 kB
images/s00000/poi_000008_g001_t0000.png ADDED

Git LFS Details

  • SHA256: 46fcb4efead2b466added6b766f25a62a60ed73930076b1339185f0d47c43dfd
  • Pointer size: 130 Bytes
  • Size of remote file: 98.9 kB
images/s00000/poi_000008_g002_t0000.png ADDED

Git LFS Details

  • SHA256: e818a6919c1c83d1f59b90dd78b28493dbb6d43bbec3b0a34b1d2a73e9bbd92b
  • Pointer size: 131 Bytes
  • Size of remote file: 106 kB