Preview images are the large pop-up photos that appear whenever you pass the mouse cursor over the smaller thumbnail photos of the individual items. This large image disappears whenever the mouse cursor leaves the thumbnail photo.

Yes, you have the choice of turning off these pop-ups by simply clicking on the box labeled Preview Images: "on".