You think a week of post end processing? I didn't read the paper or anything so I could be way off base, but I would assume the algo simply has to choose which frames to keep and which to toss. I doubt this would take an enormous amount of time even with HD videos. The algo is most likely just really clever in how it chooses a good frame vs a bad one.
On the other hand, if it is actually generating a lot of "best guess" images to put between gaps that are too large to bridge (too many bad frames in a row) with the current frames I could see that taking a bit longer, but not a week.