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A Marine Radar Dataset for Multiple Extended Target Tracking

Fowdur, Jaya Shradha and Baum, Marcus and Heymann, Frank (2019) A Marine Radar Dataset for Multiple Extended Target Tracking. 1st Maritime Situational Awareness Workshop (MSAW 2019), 08 Oct - 10 Oct 2019, Lerici (La Spezia), Italy.

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Abstract

The marine radar remains one of the most extensively used sensor for maritime surveillance. Owing to improved technologies, it can nowadays be exploited to gain information about the extents of targets, since multiple measurements can be obtained from a single target. This paper introduces an open multitarget marine radarbased dataset subjected to a linear-time joint probabilistic data association (JPDA) filter for tracking extended targets using ellipsoidal approximations. A tailored version of the Multiplicative Error Model-Extended Kalman Filter* (MEM-EKF*) algorithm is used for estimating the orientations and kinematic properties of multiple targets recursively. Using the automatic identification system (AIS) information as ground truth, the positional errors are evaluated using the optimal sub pattern assignment (OSPA) metric and the performance of the algorithm for orientation estimation is rationally discussed with respect to the ground truth and dataset scenario. The dataset proposed is intended for comparing different algorithms for the purpose of multiple extended target tracking (METT).

Item URL in elib:https://elib.dlr.de/129565/
Document Type:Conference or Workshop Item (Lecture, Speech)
Title:A Marine Radar Dataset for Multiple Extended Target Tracking
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Fowdur, Jaya ShradhaJaya.Fowdur (at) dlr.deUNSPECIFIED
Baum, Marcusmarcus.baum (at) cs.uni-goettingen.deUNSPECIFIED
Heymann, FrankFrank.Heymann (at) dlr.deUNSPECIFIED
Date:15 September 2019
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:Multiple extended target tracking, ellipsoidal shapes, marine radar dataset, linear-time JPDA
Event Title:1st Maritime Situational Awareness Workshop (MSAW 2019)
Event Location:Lerici (La Spezia), Italy
Event Type:Workshop
Event Dates:08 Oct - 10 Oct 2019
Organizer:CMRE
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Transport
HGF - Program Themes:Transport System
DLR - Research area:Transport
DLR - Program:V VS - Verkehrssystem
DLR - Research theme (Project):V - I4Port
Location: Neustrelitz
Institutes and Institutions:Institute of Communication and Navigation > Nautical Systems
Deposited By: Fowdur, Jaya Shradha
Deposited On:18 Oct 2019 10:48
Last Modified:18 Oct 2019 10:48

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