Projects

TESSERA design documents

• Computational cost estimation
• Hyperparameters
• Thoughts on Improving representations

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
• Peat depths in Scotland

Datasets

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

Global embedding map

The map is accessible through GeoTessera