Indeed. There is an interesting SIGGRAPH paper
by Rob Fergus that shows how one can use natural image statistics to recover a kernel from a single image. Historically this has been pretty easy in the astronomy domain because they can observe the kernel formed by a point light source (stars). It's much more difficult for arbitrary photographs.