I wonder if there are ways to reduce the GPU RAM requirements on this. Even the commercial offering doesn't go beyond 720p - I guess that fills up 12GB on a Titan X?

On stills style transfer you can process the image in multiple tiles, but I don't expect that would work with video with the temporal consistency