y-vasyunin / archeoml

Public dataset for archaeological site detection from Earth Observation imagery through Machine Learning

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archEOml

Public dataset for archaeological site detection from Earth Observation imagery through Machine Learning

To do

  • Define a machine learning problem, come up with a project plan and a database schema
  • Find locations of existing archaeological sites that are visible from public satellite basemaps, such as Google and Bing Maps
  • Set up a data labeling workflow (PostGIS/QGIS)
  • Perform data labeling for 100 sites
  • Release an archeoml-100 dataset for the defined ML problem
  • Experiment, test, and decide if continue the project:
    • Collaborate with other researchers to speed up labeling process
    • Release new dataset versions in steps (e.g., 500, 1000, 2000)

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Public dataset for archaeological site detection from Earth Observation imagery through Machine Learning