You can definitely reuse the your cranks and a new bottom bracket. You might want to get new wheels too, since I'm assuming you want to go fixed? You could reuse your stem and bars, just have to give those a good polish, as well as your crankset. It'll look good when it's all polished up.
Just have a f**king blast with this build