You can enter full screen mode by hovering over the photo to reveal the controller, and then clicking on the icon in the bottom right.
Hit the escape key to return to the normal size viewer.

Careful! Clicking on the image itself will download the file. (Which is fine if that's what you want.)

The show is fairly slow, since I'm serving the high res files.