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jacobbieker avatar jacobbieker commented on May 31, 2024

While actually using DARDAR doesn't seem very feasible for making a model, this product: https://navigator.eumetsat.int/product/EO:EUM:DAT:MSG:OCA was calibrated off DARDAR and gives more detailed cloud properties, but is only every hour. But could give something similar?

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jacobbieker avatar jacobbieker commented on May 31, 2024

Also could be useful are these products: https://data.eumetsat.int/product/EO:EUM:DAT:METOP:IASIL1C-ALL?query=IASI%20L1C&s=extended and https://data.eumetsat.int/product/EO:EUM:DAT:METOP:AVHRRL1?query=&s=simple that give more detailed cloud and data streams. So in training we could give higher resolution masks, or more cloud properties, and then have it predict those along with the images in the future? Would probably need to mask the loss from the areas of the image not covered by these products, as these are not geo satellites.

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jacobbieker avatar jacobbieker commented on May 31, 2024

Also, these products have the advantage of being from the product store, so we can download them without needing to wait some indeterminate time, like the other product.

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jacobbieker avatar jacobbieker commented on May 31, 2024

Try it with https://github.com/facebookresearch/xcit which is available from timm

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