Real-World Marine Radar Datasets for Evaluating Target Tracking Methods

As autonomous navigation is being implemented in several areas including the maritime domain, the need for robust tracking is becoming more important for traffic situation awareness, assessment and monitoring. We present an online repository comprising three designated marine radar datasets from rea...

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Main Authors: Jaya Shradha Fowdur, Marcus Baum, Frank Heymann
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/21/14/4641
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spelling doaj-07f03a35ebad4d188971ecaf3b02a0d22021-07-23T14:05:07ZengMDPI AGSensors1424-82202021-07-01214641464110.3390/s21144641Real-World Marine Radar Datasets for Evaluating Target Tracking MethodsJaya Shradha Fowdur0Marcus Baum1Frank Heymann2Institute of Communications and Navigation, German Aerospace Centre (DLR), 17235 Neustrelitz, GermanyInstitute of Computer Science, University of Göttingen, 37077 Göttingen, GermanyInstitute for Solar-Terrestrial Physics, German Aerospace Centre (DLR), 17235 Neustrelitz, GermanyAs autonomous navigation is being implemented in several areas including the maritime domain, the need for robust tracking is becoming more important for traffic situation awareness, assessment and monitoring. We present an online repository comprising three designated marine radar datasets from real-world measurement campaigns to be employed for target detection and tracking research purposes. The datasets have their respective reference positions on the basis of the Automatic Identification System (AIS). Together with the methods used for target detection and clustering, a novel baseline algorithm for an extended centroid-based multiple target tracking is introduced and explained. We compare the performance of our algorithm to its standard version on the datasets using the AIS references. The results obtained and some initial dataset specific analysis are presented. The datasets, under the German Aerospace Centre (DLR)’s terms and agreements, can be procured from the company website’s URL provided in the article.https://www.mdpi.com/1424-8220/21/14/4641marine radar datasetsmultiple target trackingradar image processingcentroid-based trackingdata association
collection DOAJ
language English
format Article
sources DOAJ
author Jaya Shradha Fowdur
Marcus Baum
Frank Heymann
spellingShingle Jaya Shradha Fowdur
Marcus Baum
Frank Heymann
Real-World Marine Radar Datasets for Evaluating Target Tracking Methods
Sensors
marine radar datasets
multiple target tracking
radar image processing
centroid-based tracking
data association
author_facet Jaya Shradha Fowdur
Marcus Baum
Frank Heymann
author_sort Jaya Shradha Fowdur
title Real-World Marine Radar Datasets for Evaluating Target Tracking Methods
title_short Real-World Marine Radar Datasets for Evaluating Target Tracking Methods
title_full Real-World Marine Radar Datasets for Evaluating Target Tracking Methods
title_fullStr Real-World Marine Radar Datasets for Evaluating Target Tracking Methods
title_full_unstemmed Real-World Marine Radar Datasets for Evaluating Target Tracking Methods
title_sort real-world marine radar datasets for evaluating target tracking methods
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2021-07-01
description As autonomous navigation is being implemented in several areas including the maritime domain, the need for robust tracking is becoming more important for traffic situation awareness, assessment and monitoring. We present an online repository comprising three designated marine radar datasets from real-world measurement campaigns to be employed for target detection and tracking research purposes. The datasets have their respective reference positions on the basis of the Automatic Identification System (AIS). Together with the methods used for target detection and clustering, a novel baseline algorithm for an extended centroid-based multiple target tracking is introduced and explained. We compare the performance of our algorithm to its standard version on the datasets using the AIS references. The results obtained and some initial dataset specific analysis are presented. The datasets, under the German Aerospace Centre (DLR)’s terms and agreements, can be procured from the company website’s URL provided in the article.
topic marine radar datasets
multiple target tracking
radar image processing
centroid-based tracking
data association
url https://www.mdpi.com/1424-8220/21/14/4641
work_keys_str_mv AT jayashradhafowdur realworldmarineradardatasetsforevaluatingtargettrackingmethods
AT marcusbaum realworldmarineradardatasetsforevaluatingtargettrackingmethods
AT frankheymann realworldmarineradardatasetsforevaluatingtargettrackingmethods
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