Visit Greg Welch's website and check out his Kalman filter webpage.

Tom Minka's "Bayesian inference in dynamic models - an overview". See also his Statistical learning and pattern recognition glossary.

ReBEL: a matlab package with implements the extended Kalman filter, the unscented Kalman filter, etc.