Keyboard - look at mechanical keyboards - the quickfire storm is a decent budget option.
Mouse - I personally love the Razer Deathadder, but get the black edition; it's much better built.
Headset - is very up for debate, but if you don't have a sound card, then you want to have a headphone amp - consider Astro A40s.