Solved by ptrblck in post #2 
              
              
                Resize and CenterCrop do not normalize the image, so the pixel values should still be in the same range. 
You can hardly undo a cropping operation, as you lose information during the crop. 
If you want to undo the normalization, you could multiply with the same stddev and add the mean to the tensor. …