Projects

Current

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

Archive

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

Datasets

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