Cinemagraphs, a term coined by Jamie Beck & Kevin Burg are not quite photographs, and not quite video. They straddle a line somewhere in between. I think of the newspaper from Harry Potter meets old school gif.
Here is a tutorial on how they are made using Photoshop and AfterEffects.