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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MDPI AG
2021-07-01
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Online Access: | https://www.mdpi.com/1424-8220/21/14/4641 |
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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 |
_version_ |
1721285941519187968 |