Knowing how much I'd be using them, I splurged for apple's noise-canceling headphones. Like with most apple stuff, I suspect you can find something roughly equivalent for 30% the price.

Another alternative is earplugs. Most people hate having them in their ears but they are about the cheapest way to to.