It would definitely be an adventure. In some of the countries people will expect you to pay them if they pick you up. I know buses cost about $.50 to $1 per hour in Ecuador and Peru. Might be an easier route to go that way.
I was told hitchhiking is good and "free" in the more well to do countries. I haven't been able to confirm it.