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Some suggestions on how to augment the input Sentinel-2 imagery dataset before passing into the neural network model from @srmsoumya:
Note that we'll need to pay attention the the burned and non-burned areas when applying these augmentations.
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help wantedExtra attention is neededExtra attention is needed