For people who don't know what a particle filter is: particle filters are an alternative to algorithms like Kalman filters. They're a lot more flexible, possibly more accurate, but not as fast.
The Wikipedia article on them is pretty hard to follow, IMO. (In fact, I think it's practically obfuscatory). But the video above should give you the gist.