ported here from pytorch/pytorch#32971

Original description:

When I was trying to load 16 bit .png grayscale image with torchvision.datasets.imagefolder ,it is loading every image as white only.
I solved this issue by doing transformation operations outside Compose function.

cc @pmeier @wanifarooq @choidongyeon