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| − | We have several options to test how good BT representations are and to compare them with ground truth.
| + | Validation will be based on two tasks |
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| − | * Borneo CHM | + | * Borneo Canopy Height Model, with ground truth from ALS scans collected by David Coomes's group |
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| − | * Mantle has a paper on ForestAGB being published in RSE next month; best performance amongst 5 other approaches. | + | * 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. |
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| − | * Through re.green, we have access to about 670 field plots in Brazil with repeat LiDAR, ALS, and plot data. Felipe Bigliomini works closely with Suzano.
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| − | * Pastis data. This is segmentation task and not suited to pixel-based representations, though.
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| − | * Clement/Mantle has a good crop type 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.
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| − | * David Coomes will make enquiries about access to natural forest, shrubland and grassland ground truth datasets from a global consortium of field plot owners that we can compare with representations (geolocation accuracy may be an issue). Potentially 3 of David’s students will be interested.
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| − | * We might have access to data through NeonScience (a long term NSF-resourced initiative focused on US ecosystem monitoring) https://www.neonscience.org/about
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| − | * Anil, Andres, and Ronita are looking into urban classification datasets. Andrés is assembling a note in the next couple of weeks on what's available and the resolution. Urban mapping is interesting as it could help us explore the wild/urban divide where a lot of expansion is happening (see article in Nature, 2023).
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Revision as of 10:16, 22 May 2025
Validation will be based on two tasks
- Borneo Canopy Height Model, with ground truth from ALS scans collected by David Coomes's group
- 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.
