When we were doing face recognition on Kinect, I'd pass by the Q/A areas and eventually got used to seeing Richard Nixon, Mao Tse-tung, Marilyn Monroe and others dancing around, exercising the Kinect software stack. The masks were pretty startling at first.

I think that the next version of the camera did analysis in IR to try to detect masks, I don't know how effective it was.