Radiomics Image normalization

Hi everyone,

I would like to ask about process of doing image normalization for radionics. I have multi sequence MRI brain images. I would like your opinion on should I first normalize the entire image or I should first segment my ROI and then normalize the ROI only. Is there going to be any significant difference between those two approaches and which is considered optimal.