This report describes problems of Multi-Target-Tracking and gives an introduction to the state-of-the-art methods of dynamic state estimation and data association in cluttered environments. A detailed derivation of the Probabilistic Data Association Filter and Joint Probabilistic Data Association Filter is given.
