Projects

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Current

Better embeddings (Frank)

  • Incorporating Landsat

More usable embeddings (Frank)

  • Compression

Using embeddings to interpolate between sparse field data (Robin)

Change detection (Jovana)

A tool to match field plots with embeddings, anonymising their locations (Robin)

Archive

TESSERA design documents

Downstream tasks

  • Borneo Canopy Height Model, with ground truth from ALS scans collected by David Coomes's group
  • Test accuracy of crop classification from the crop dataset for an important agricultural production region in Austria (the so-called ‘Marchfeld’), characterised by a large number of crops in widely different field sizes.
  • Compare forest AGB in Para state with the results computed by Mantle (RSE paper)
  • Compare CHM in California with CHM obtained from ALS scans
  • Compare burn scars in Sierra Nevada in California with ground truth labels from PANGAEA/US Forestry Service
  • Above-ground biomass estimation in Finland

Datasets

  1. Sources of environmental data
  2. Austrian crop categories
  3. California crop data
  4. Earth Observation datasets for downstream tasks (spreadsheet)