If you ever get black objects in the Viewport after using the Transfer Attributes command.
Check this out:
Sometimes (for me at least) Maya automatically turns on the Display Colors Attribute inside the mesh node (Mesh Component Display).
Just turn it off after the transfer.
Now, You are happy,