Difference between revisions of "Projects"
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*[https://docs.google.com/document/d/1JPmgYprgTqqhkOnjhpaYQxkV36dJE06yo_N56L01KEQ/edit?usp=sharing Computational cost estimation] | *[https://docs.google.com/document/d/1JPmgYprgTqqhkOnjhpaYQxkV36dJE06yo_N56L01KEQ/edit?usp=sharing Computational cost estimation] | ||
*[[Hyperparameters]] | *[[Hyperparameters]] | ||
| − | * Ideas for [ | + | * Ideas for [https://docs.google.com/document/d/11ocePehZ33d9WH35vHzuYrFCiOU_puuyHhU_rxHy4Fc/edit?usp=sharing Improving representations] |
==Downstream tasks== | ==Downstream tasks== | ||
Revision as of 09:46, 12 September 2025
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
