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Use Google's Cloud Score+ to remove cloud pixels #148

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ejm714 opened this issue Dec 19, 2024 · 0 comments
Open

Use Google's Cloud Score+ to remove cloud pixels #148

ejm714 opened this issue Dec 19, 2024 · 0 comments
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@ejm714
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ejm714 commented Dec 19, 2024

Right now, we only use a cloud screen to toss out images that have too many clouds, but then we calculate features from all the pixels in the selected image. A better way would be to actually remove the cloud pixels. Sentinel 2's SCL band is too lossy for this (throws away too much data). Google's Cloud Score+ is supposed to be much more accurate and fine grained so we should look into using this algorithm to drop cloud pixels before calculating features from band statistics.

https://developers.google.com/earth-engine/datasets/catalog/GOOGLE_CLOUD_SCORE_PLUS_V1_S2_HARMONIZED

https://medium.com/google-earth/all-clear-with-cloud-score-bd6ee2e2235e

@ejm714 ejm714 self-assigned this Jan 4, 2025
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