Btw, the std computed by numpy is different!
import numpy
>>> x = numpy.array([[0, 1], [2, 3]])
>>> x.std(1)
array([0.5, 0.5])

Which one should we use if we want e.g. to compute the std for transforms.Normalize(mean, std) ?