I am having the same issue. I am doing 3D medical image synthesis and train loss(red) and valid loss(blue) looks as below plot.
The valid loss doesnt drop. I tried standardizing and normalizing and changed the validation sets.
I would request to look at my discussions lately for more details (having trouble to paste links from phone)
Would appreciate any feedbacks.