The Bram Stoker Awards, named after the author of Dracula, are voted by the members of the Horror Writers Association; thus they are the horror equivalent of the Nebula. They are awarded annually "for superior achievement" in a number of categories.
Go to the Bram Stoker Awards page of the Horror Writers Association for a complete list of winners in all categories and more information about the award process.