Comments (5)
Yes, ideally the data used to fit whitening will have the same distribution as the test data.
from crow.
If you are benchmarking, the test data really should be separate from the data you use for whitening (otherwise you are testing on the training data). In practice, it is reasonable to use your index data to fit the whitening, although you could risk overfitting if your test-time query images are from a different distribution (e.g. mobile phone query images but professionally-shot index images).
from crow.
@pumpikano Much thx!
from crow.
Well, can I generate a subset from my test data as the pca_whitening_data? @pumpikano
from crow.
OK, much thx for your answer!
from crow.
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from crow.