I'd take you up on that bet — the blur filter is always going to be computationally expensive given that has to do Gaussian blur according to the spec. There are faster ways to blur, but they're not as "good".
But is it applying the (slow) CSS blur filter? The article claims the filter is currently only supported by WebKit. Of course it'll render fast if it's not actually rendering anything.
I bet other browsers have different performance profiles if this even works...