Feature Request: consider upgrading flooded pixel ID by using different algorithm

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Feature Request: consider upgrading flooded pixel ID by using different algorithm #75

Open nlebovits opened 2 months ago

nlebovits commented 2 months ago

Is your feature request related to a problem? Please describe. The flood ID from our model is good, but not great, and our predictions are only as good as our labeled data. It would be good to find an improved way to do this.

Describe the solution you'd like Consider deploying the floodpy algorithm to detect flood from Sentinel 1 images: https://github.com/kleok/FLOODPY.

nlebovits commented 2 months ago

Alternatively, use this:

Paper here: https://www.nature.com/articles/s41598-023-47595-7

Model here: https://huggingface.co/isp-uv-es/ml4floods