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geo-scraping

Scraping open source geospatial data resources for satellite imagery and vector labeling.

Long-term goal to create benchmark dataset consisting of high-resolution satellite imagery with hierarchical labels on the scale of ImageNet!


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Overview in Google Drive

Tasks

Catalog largest Highres Datasets

OSM can provide vector labels, but a global uniform image dataset does not exist at resolutions higher than 30m/px.

Extract classes cleanly from OSM

Need to create a pipeline to take a Lat/Lon bounding box and export all the contained classes as so:

  • Building footprint polygons with osm metadata
  • Road Polylines, minimizing repeats.
  • All OSM verified classes in bounds

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Python tools for converting open geospatial data into labeled sets for deep learning applications.

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