PKF: Probabilistic Data Association Kalman Filter for Multi-Object Tracking

Hanwen Cao, George J. Pappas, Nikolay Atanasov

In this paper, we derive a new Kalman filter with probabilistic data association between measurements and states. We formulate a variational inference problem to approximate the po…