Asked • 03/15/19

What does it mean to divide by the standard deviation?

I'm trying to "variance-normalize" an image. In order to do so, I subtract the mean from the pixel value (to have a 0 mean), and divide by the standard deviation (to have a unit variance) right? But I've also seen division by the standard deviation, since it's obviously not the same, what does it do? I'm also a bit confused about the values I get after normalization: some values still more than 1.0 or less than -1.0. I thought a unit variance means a variance from -1.0 to 1.0.

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