Difference between revisions of "Projects"
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| − | =TESSERA | + | |
| + | __NOTOC__ | ||
| + | |||
| + | =Current= | ||
| + | Please follow this [https://docs.google.com/document/d/1g_6wUwxkjmWxQxALe5-7LrPiq6X4_tOxoKBz56Jx2m0/edit?usp=sharing link] | ||
| + | |||
| + | =Archive= | ||
| + | ==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] | ||
| + | *[[Hyperparameters]] | ||
| + | * Ideas for [https://docs.google.com/document/d/11ocePehZ33d9WH35vHzuYrFCiOU_puuyHhU_rxHy4Fc/edit?usp=sharing Improving representations] | ||
| − | =Downstream tasks= | + | ==Downstream tasks== |
* Borneo Canopy Height Model, with ground truth from ALS scans collected by David Coomes's group | * 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. | + | * 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 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 | * Compare burn scars in Sierra Nevada in California with ground truth labels from PANGAEA/US Forestry Service | ||
* [[Above-ground biomass estimation in Finland]] | * [[Above-ground biomass estimation in Finland]] | ||
| − | * | + | * Detect all the solar panels in the UK |
| − | = | + | ==Datasets== |
| − | + | # [https://docs.google.com/document/d/1oqk7zTp528EwQCu6GtmWV_yxobuJNkoKBg-mI8w478k/edit?usp=sharing Sources of environmental data] | |
| + | # [[Austrian crop categories]] | ||
| + | # [[California crop data]] | ||
| + | # [https://docs.google.com/spreadsheets/d/1XvC7cXH5Sa0yAh59KqIl2TobwKQb1o861eCPQx9sB3c/edit?usp=sharing Earth Observation datasets for downstream tasks (spreadsheet)] | ||
Latest revision as of 20:25, 29 September 2025
Current
Please follow this link
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
