Difference between revisions of "Projects"

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=Archive=
 
=Archive=
 
==TESSERA design documents==
 
==TESSERA design documents==
*[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] (deprecated)
 
*[[Hyperparameters]]
 
*[[Hyperparameters]]
 
* Ideas for [https://docs.google.com/document/d/11ocePehZ33d9WH35vHzuYrFCiOU_puuyHhU_rxHy4Fc/edit?usp=sharing Improving representations]
 
* Ideas for [https://docs.google.com/document/d/11ocePehZ33d9WH35vHzuYrFCiOU_puuyHhU_rxHy4Fc/edit?usp=sharing Improving representations]

Latest revision as of 15:07, 17 October 2025


Current

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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 (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)