YyzHarry / imbalanced-regression

[ICML 2021, Long Talk] Delving into Deep Imbalanced Regression
http://dir.csail.mit.edu
MIT License
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Hi, confusion about the computation of the feature statistics similarity (mean&variance) #25

Closed lixingang closed 2 years ago

lixingang commented 2 years ago

I'm dealing my unbalanced data with your study; A little confusion: how to compute the Feature statistics similarity between the many-shot region and few-shot region? Cuz the features in the few-shot region bins are less than that in many-shot region. image

Thanks to your attention!

lixingang commented 2 years ago

I'm not sure whether my understanding is correct: the practice is computing the mean and variance value across the samples in the same bin, and finally each bin owns two features(the feature mean and the feature variance) ? If so, the issue should be closed.

YyzHarry commented 2 years ago

Hi - thanks for your interest. Yes, your understanding is correct -- the feature mean / (co)variance are computed over all samples in the same bin. Then you calculate the similarity between bins.