To download image files one at a time, use the "full size" link in the caption text in blue.
To download all 18 files at once, use this Download link.
To simply watch a video click on it to expand, then click the center to start.
To download a video there is a button on the far right of the playback controls that looks like an arrow pointing down. The controls are only visible after playback is started.