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I have not forgotten this topic. I am in the process of trying to understand the method used by deepwatermap and see if I can apply it to 4 band images as well (it uses 6-band LandSat images now). I guess it will take a while before I got some final results, but I will keep you posted.I came across this information:
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GitHub - isikdogan/deepwatermap: a deep model that segments water on multispectral images
a deep model that segments water on multispectral images - isikdogan/deepwatermapgithub.com
I am checking now if such machine learning can be used for water detection in scenProc as well. This project using 6-band images, so it does not work directly on the 4-band images we have. But maybe I can retrain it for 4-band data as well. Would be interesting to figure out.