Is there a way to increase the quality of feature matching by using (erosion, threshold, dilation/erosion etc..) prior to feature detection?

yes, use that and line it up against your point data. account for shapes and flattening. I disagree with the rest of the post. the data is certainly not useless. I see that getting data into the right shape seems to be tricky in the javascript API, but it appears to be doable.

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