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standardisation of optical data #320

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Geethen opened this issue Aug 19, 2024 · 2 comments
Open

standardisation of optical data #320

Geethen opened this issue Aug 19, 2024 · 2 comments

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@Geethen
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Geethen commented Aug 19, 2024

I was wondering why the optical data requires standardisation and therefore the additional computation of the mean and std - An additional step that could be avoided if the optical data is radiometrically corrected. So for sentinel-2 divide by 10000 to get the digital values to reflectance which by default is in the range of 0-1.

Moreover, if the data is standardised, one usually needs to do a running mean/std computation over batches which if I understand correctly is an approximation of the actual mean/stdv. If I am not missing anything it makes more sense to use reflectance?

Second to this, if one had to fine-tune clay on reflectance data instead of standardised data would you foresee any issues?

@weiji14
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weiji14 commented Aug 19, 2024

Yes, I agree that using reflectance would be better, and have thought about this at #94. I can reopen that thread, or continue the discussion here?

@srmsoumya
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@weiji14 I suggest we continue the discussion on the other thread.

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