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Couple things to show you ,first let me just show you this kind of works. Allright, heres some optic flow results taken from a computer vision class 2003 from a actually its a tutorial. Here listed on the bottom and you can see that when you run loops at the, on that front tree without kermits, you get sort of terrible results and while when you run it with the pyramid you get a much better result. And our goal is to really get that much better result. But before we can do this we have to talk a little bit more about multiple scale. So we been having all this multiple scale stuff. Now this isnt going to surprise you that it relates to some of the aliasing stuff and frequency stuff that we talked about, oh God, sounds like, found, feels like months ago. Its probably months ago. I have no idea when it was. Anyway when we were talking about Fourier analysis in different scale. And what were going to do now is take a little detour through multi scale and then well come back to Lucas