Convert section of radiator pipes from rigid pipes to flexible pipes
You don't want to decrease the size of those pipes. The correct solution is to re-route the pipes to be closer to the ceiling or inside the joist bay. You probably don't have the tools to do this yourself, and it's not really a DIY project anyway, unless you happen to be a pipe fitter (in which case you wouldn't be asking this question).