Tracking of extended objects and group targets using random matrices

M Feldmann, D Fränken, W Koch - IEEE Transactions on Signal …, 2010 - ieeexplore.ieee.org
The task of tracking extended objects or (partly) unresolvable group targets raises new
challenges for both data association and track maintenance. Due to limited sensor …

Bayesian approach to extended object and cluster tracking using random matrices

JW Koch - IEEE Transactions on Aerospace and Electronic …, 2008 - ieeexplore.ieee.org
In algorithms for tracking and sensor data fusion the targets to be observed are usually
considered as point source objects; ie, compared with the sensor resolution their extension …

Bayesian multi-target tracking with merged measurements using labelled random finite sets

M Beard, BT Vo, BN Vo - IEEE Transactions on Signal …, 2015 - ieeexplore.ieee.org
Most tracking algorithms in the literature assume that the targets always generate
measurements independently of each other, ie, the sensor is assumed to have infinite …

Extended-object or group-target tracking using random matrix with nonlinear measurements

J Lan, XR Li - IEEE Transactions on Signal Processing, 2019 - ieeexplore.ieee.org
For extended-object/group-target tracking (EOT/GTT), the random-matrix approach assumes
that measurements are linear in the state and noise with a covariance being a random …

Multiple extended target tracking with labeled random finite sets

M Beard, S Reuter, K Granström, BT Vo… - IEEE Transactions …, 2015 - ieeexplore.ieee.org
Targets that generate multiple measurements at a given instant in time are commonly known
as extended targets. These present a challenge for many tracking algorithms, as they violate …

Group and extended object tracking

DJ Salmond, NJ Gordon - 1999 - IET
Much of the literature on target tracking is based on the assumption that the observing
sensor produces a single point measurement of the target. In practice, this is often not the …

On spawning and combination of extended/group targets modeled with random matrices

K Granstrom, U Orguner - IEEE Transactions on Signal …, 2012 - ieeexplore.ieee.org
In extended/group target tracking, where the extensions of the targets are estimated, target
spawning and combination events might have significant implications on the extensions …

A PHD filter for tracking multiple extended targets using random matrices

K Granstrom, U Orguner - IEEE Transactions on Signal …, 2012 - ieeexplore.ieee.org
This paper presents a random set based approach to tracking of an unknown number of
extended targets, in the presence of clutter measurements and missed detections, where the …

Multiple extended object tracking using Gaussian processes

T Hirscher, A Scheel, S Reuter… - 2016 19th International …, 2016 - ieeexplore.ieee.org
The goal of multi-object tracking is to estimate the number of objects and their states
recursively over time. In the presence of extended objects, ie objects with an extent that is …

[PDF][PDF] Tracking many objects with many sensors

H Pasula, S Russell, M Ostland, Y Ritov - IJCAI, 1999 - Citeseer
Keeping track of multiple objects over time is a problem that arises in many real-world
domains. The problem is often complicated by noisy sensors and unpredictable dynamics …