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 …
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 …
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 …
A Cartesian B-spline vehicle model for extended object tracking
H Kaulbersch, J Honer, M Baum - 2018 21st International …, 2018 - ieeexplore.ieee.org
In this paper a novel representation of the contour of an spatially extended object is
proposed, which is tailored to vehicles with an unknown size and orientation that are tracked …
proposed, which is tailored to vehicles with an unknown size and orientation that are tracked …
3D extended object tracking using recursive Gaussian processes
In this study, we consider the challenging task of tracking dynamic 3D objects with unknown
shapes by using sparse point cloud measurements gathered from the surface of the objects …
shapes by using sparse point cloud measurements gathered from the surface of the objects …
A comparison of Kalman filter-based approaches for elliptic extended object tracking
In this work, we discuss and compare Kalman filter-based approaches for tracking an elliptic
extended object parameterized with orientation and semi-axes lengths. The methods …
extended object parameterized with orientation and semi-axes lengths. The methods …
Variational measurement update for extended object tracking using Gaussian processes
We present an alternative inference framework for the Gaussian process-based extended
object tracking (GPEOT) models. The method provides an approximate solution to the …
object tracking (GPEOT) models. The method provides an approximate solution to the …
Decentralized Poisson multi-Bernoulli filtering for vehicle tracking
A decentralized Poisson multi-Bernoulli filter is proposed to track multiple vehicles using
multiple high-resolution sensors. Independent filters estimate the vehicles' presence, state …
multiple high-resolution sensors. Independent filters estimate the vehicles' presence, state …
Multiple sensor measurement updates for the extended target tracking random matrix model
In this paper, multiple sensor measurement update is studied for a random matrix model.
Four different updates are presented and evaluated: three updates based on parametric …
Four different updates are presented and evaluated: three updates based on parametric …
Three-dimensional extended object tracking and shape learning using Gaussian processes
In this article, we investigate the problem of tracking objects with unknown shapes using 3-D
point cloud data. We propose a Gaussian process-based model to jointly estimate object …
point cloud data. We propose a Gaussian process-based model to jointly estimate object …