Hot take: deep learning is slowly going to make large swaths of remote sensing research irrelevant. It takes a PhD to understand sensors and physics and ecology enough to write an algorithm to deduce crop type. It takes a weekend to train a deep learning model to do it.
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Are there better cloud masking algorithms than the ML-based ones? I’m thinking of the
@sinergise open source model for Sentinel-2, for instance. Haven’t seen it compared to Fmask but I would guess it’s betterhttps://link.medium.com/sbSiHhcP5lb -
But it's pixel-based (fast!) and using LightGBM tree-based gradient boosting, so no DL and nothing spatially-aware. IMHO not that far from the point being made here that these kind of efforts are still in the top position at the global scale.
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