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Generic Super Resolution (SR) Validation #2

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JPXKQX opened this issue Jul 12, 2023 · 0 comments
Open

Generic Super Resolution (SR) Validation #2

JPXKQX opened this issue Jul 12, 2023 · 0 comments
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@JPXKQX
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JPXKQX commented Jul 12, 2023

Add some extra validation plots:

  • Sampler. Implement validation sampler to reduce the validation time. Needed for DP due to its high inference cost for generating one sample.

  • Time. New maps:

    • Error maps and correlation maps with respect to the hour of the day and the month of the year.
  • Sea vs Land. Load land mask in test set. New plots:

    • Specific time series for land & sea.
    • Specific histograms for land & sea.
  • Orography. Load orography & land mask in the test set. New plots:

    • Compute error plots by orography (only in land). As it is a continuous variable, it may be useful to use bins for categorizing it.
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