Depends on my mood. I'll normally get stoned, put some relaxing music on, and hand wash because that's just what I've been accustomed to, but if I'm feeling lazy then they get a quick rinse and in to the machine they go.
Seldom do I use a sponge, though. I prefer a brush with a longer handle. Don't want my already cracked, fucked up hands to get any worse.