An overview of the pakf-jpda approach for elliptical multiple extended target tracking using high-resolution marine radar data

JS Fowdur, M Baum, F Heymann, P Banys - Remote Sensing, 2023 - mdpi.com
Ground radar stations observing specific regions of interest nowadays provide detections in
the form of point-clouds. This article focuses on a framework that consists of an elliptical …

Radar and Camera Fusion for Object Detection and Tracking: A Comprehensive Survey

K Shi, S He, Z Shi, A Chen, Z **ong, J Chen… - arxiv preprint arxiv …, 2024 - arxiv.org
Multi-modal fusion is imperative to the implementation of reliable object detection and
tracking in complex environments. Exploiting the synergy of heterogeneous modal …

Trajectory PMB filters for extended object tracking using belief propagation

Y **a, ÁF García-Fernández, F Meyer… - … on Aerospace and …, 2023 - ieeexplore.ieee.org
In this article, we propose a Poisson multi-Bernoulli (PMB) filter for extended object tracking
(EOT), which directly estimates the set of object trajectories, using belief propagation (BP) …

LiDAR point cloud-based multiple vehicle tracking with probabilistic measurement-region association

G Ding, J Liu, Y **a, T Huang, B Zhu… - 2024 27th International …, 2024 - ieeexplore.ieee.org
Multiple extended target tracking (ETT) has gained increasing attention due to the
development of high-precision LiDAR and radar sensors in automotive applications. For …

Improved Gaussian processes linear JPDA filter for multiple extended targets tracking in dense clutter

B Qiu, Y Guo, A Xue, D Yang, Y Chen, L Zhang - Digital Signal Processing, 2024 - Elsevier
To track multiple extended targets in dense clutter, an improved Gaussian processes linear
joint probabilistic data association (IGP-LJPDA) method is proposed. This method consists …

CNN-based shape estimation for extended object tracking using point cloud measurements

S Steuernagel, K Thormann… - 2022 25th International …, 2022 - ieeexplore.ieee.org
Simultaneously estimating the kinematic properties and the spatial extent of an object based
on noisy point clouds is a ubiquitous problem in a variety of environment perception …

A Dynamic Model-Based Doppler-Adaptive Correlation Filter for Maritime Radar Target Tracking

Z Wang, J Liu, X Yuan, C Chen, J Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This article deals with the problem of tracking targets with X-band marine radars in the
complicated sea clutter background. By jointly exploiting the target's kinematic and …

Combining short and wide baseline stereo cameras for improved maritime target tracking

N Dalhaug, A Stahl, R Mester… - 2024 27th International …, 2024 - ieeexplore.ieee.org
Target tracking is essential for autonomous vehicles to avoid collisions. Using a stereo
camera for the target tracking gives a dense representation of the targets, contrary to the the …

3D extended object tracking by fusing roadside sparse radar point clouds and pixel keypoints

J Deng, Z Hu, Y **a, Z Lu, X Wen - arxiv preprint arxiv:2404.17903, 2024 - arxiv.org
Roadside perception is a key component in intelligent transportation systems. In this paper,
we present a novel three-dimensional (3D) extended object tracking (EOT) method, which …

Shape tracking using Fourier-Chebyshev double series for 3D distance measurements

T Baur, J Reuter, A Zea… - 2023 26th International …, 2023 - ieeexplore.ieee.org
In the past years, algorithms for 3D shape tracking using radial functions in spherical
coordinates represented with different methods have been proposed. However, we have …