Even though some of my favorite bands made new albums this year (Dr. Dog, Band of Horses, Balthazar) I don't think of 2012 as a particularly mind-blowing year. I only nominate two:
Dr Dog - Be The Void
Animal Liberation Orchestra - Sounds Like This (probably the worst album title ever, but it's a good record nonetheless.)