Drive-By Download

I visited a website that Norton Safe Web shows with exclamation point (Caution).  According to Safe Web, the site has a Drive-By Downloads threat.  Norton 360 did not show any alerts while I was briefly on this website (userbenchmark.com).  Should I have any concerns about a threat to the pc I am using?  What is a Drive-By download?