this video is made by FujiFilm Z33 WP camera. And it was edited by MediaImpression software.
This is really a stills camera which is water proof to 3M. Just a short video underwater to try it out. The camera looks like any ordinary camera but seems to work fine, isn't bulky and is relatively cheap.