Depending what you would like to normalize it to, the ShiftScaleImageFilter could also be a good option (src: Is it possible to rescale intensity of a volume?)
If you would like to normalize to something like the Hounsfield Unit (HU), then Grey values (GV) to HU units conversion provides a more advanced approach.