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TESSERA design documents

• Computational cost estimation
• Hyperparameters
• Ideas for 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 (JSTARS paper: https://ieeexplore.ieee.org/abstract/document/10592304).
• Combine embeddings/representations with GEDI rel height difference to compute AGB in Para state (Brazil)(RSE paper: https://www.sciencedirect.com/science/article/pii/S0034425725001786)
• 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
• Detect all the solar panels in the UK

Datasets

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