Move normalize_image
to rten-imageproc and make it customizable
#343
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Several examples need to normalize an image with a mean and standard deviation different from the ImageNet values. Add a function in rten-imageproc with this flexibility. The function has been added to the rten-imageproc crate because it doesn't have any dependencies on specific image formats.
In the process the implementation was also revised to make it more efficient.