[HTML][HTML] Overview of Bayesian sequential Monte Carlo methods for group and extended object tracking
This work presents the current state-of-the-art in techniques for tracking a number of objects
moving in a coordinated and interacting fashion. Groups are structured objects …
moving in a coordinated and interacting fashion. Groups are structured objects …
A tutorial on multiple extended object tracking
This tutorial introduces state-of-the-art methods for tracking multiple spatially extended
objects based on unlabeled noisy point clouds, eg, from radar or lidar sensors. In the first …
objects based on unlabeled noisy point clouds, eg, from radar or lidar sensors. In the first …
Extended object tracking: Introduction, overview and applications
This article provides an elaborate overview of current research in extended object tracking.
We provide a clear definition of the extended object tracking problem and discuss its …
We provide a clear definition of the extended object tracking problem and discuss its …
Extended target tracking using Gaussian processes
In this paper, we propose using Gaussian processes to track an extended object or group of
objects, that generates multiple measurements at each scan. The shape and the kinematics …
objects, that generates multiple measurements at each scan. The shape and the kinematics …
Scalable detection and tracking of geometric extended objects
Multiobject tracking provides situational awareness that enables new applications for
modern convenience, public safety, and homeland security. This paper presents a factor …
modern convenience, public safety, and homeland security. This paper presents a factor …
Poisson multi-Bernoulli mixture conjugate prior for multiple extended target filtering
This paper presents a Poisson multi-Bernoulli mixture (PMBM) conjugate prior for multiple
extended object filtering. A Poisson point process is used to describe the existence of yet …
extended object filtering. A Poisson point process is used to describe the existence of yet …
Random matrix based extended target tracking with orientation: A new model and inference
In this study, we propose a novel extended target tracking algorithm which is capable of
representing the extent of dynamic objects as an ellipsoid with a time-varying orientation …
representing the extent of dynamic objects as an ellipsoid with a time-varying orientation …
Gamma Gaussian inverse Wishart probability hypothesis density for extended target tracking using X-band marine radar data
X-band marine radar systems represent a flexible and low-cost tool for the tracking of
multiple targets in a given region of interest. Although suffering several sources of …
multiple targets in a given region of interest. Although suffering several sources of …
Tracking the orientation and axes lengths of an elliptical extended object
Extended object tracking considers the simultaneous estimation of the kinematic state and
the shape parameters of a moving object based on a varying number of noisy detections …
the shape parameters of a moving object based on a varying number of noisy detections …
Extended Kalman filter for extended object tracking
In this work, we present a novel method for tracking an elliptical shape approximation of an
extended object based on a varying number of spatially distributed measurements. For this …
extended object based on a varying number of spatially distributed measurements. For this …