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Correct Way to Perform Preprocessing #5

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yuvfried opened this issue Jul 13, 2023 · 1 comment
Open

Correct Way to Perform Preprocessing #5

yuvfried opened this issue Jul 13, 2023 · 1 comment

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@yuvfried
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Thanks for your great work.
Should I perform preprocessing on my own data before using the randstainna transform?
Or could I use your attached yaml as general configuration to H&E patches?
If the first option is true, should I calculate the stats on my whole patches dataset?

@yuvfried yuvfried changed the title Correct way to Perform preprocessing Correct Way to Perform Preprocessing Jul 13, 2023
@yiqings
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yiqings commented Aug 27, 2023

@yuvfried
Thanks for your nice question.

To achieve better performance, we would recommend using a self-preprocessed yaml, and you could surely use the attached yaml as an initial attempt (but might not be the optimal one if turned into a new set).

To avoid test data leakage, the stats should only be calculated on your training patches dataset.

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