362 citations · 635 across the 29 of their papers we have counts for
3 papers · 1 filter
Tracking multiple moving objects in images using Markov Chain Monte Carlo
Lan Jiang, Sumeetpal S. Singh
A new Bayesian state and parameter learning algorithm for multiple target tracking (MTT) models with image observations is proposed. Specifically, a Markov chain Monte Carlo algori…
Bayesian tracking and parameter learning for non-linear multiple target tracking models
Lan Jiang, Sumeetpal S. Singh, Sinan Yıldırım
We propose a new Bayesian tracking and parameter learning algorithm for non-linear non-Gaussian multiple target tracking (MTT) models. We design a Markov chain Monte Carlo (MCMC) a…
Estimating the Static Parameters in Linear Gaussian Multiple Target Tracking Models
Sinan Yildirim, Lan Jiang, Sumeetpal S. Singh +1
We present both offline and online maximum likelihood estimation (MLE) techniques for inferring the static parameters of a multiple target tracking (MTT) model with linear Gaussian…