I would wonder if increasing the size of the image keeping the pixelation and then using a pixelation removal network might do better than this. Those, at least

I would wonder if increasing the size of the image keeping the pixelation and then using a pixelation removal network might do better than this. Those, at least, are already trained to add detail where it isn't.