Litespeed is at the bottom of my list.
Nginx, lighttpd, both perform similarly.
Apache2 isn't too much worse.
My favourite by far has to be nginx, really nice to work with and allows for complex configurations.
It is very fast. In most cases you would not notice a difference between nginx and lighttpd in terms of speed.