Thank you for your comment. I’ve been having that doubt a while ago. So basically what I infer from the comments as a summary is that the best practice is to leverage:

Stability of our images (mean/std)
Similarity of our image dataset to ImageNet

in our specific task and dataset to check what’s the best option  to normalise.