Preis, Tristan and Schmidt, Jendrik and Klein, Alexander and Peters, Enno and Lübcke, Thomas and Stephan, Maurice (2024) Optimizing Postprocessing of Range-Gated Viewing Data for Maritime Search and Rescue Operations at Night and in Bad Weather Conditions. Transactions on Maritime Science, 13 (1). Faculty of Maritime Studies. doi: 10.7225/toms.v13.n01.w18. ISSN 1848-3305.
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Official URL: https://www.toms.com.hr/index.php/toms/article/view/728
Abstract
At night and bad weather conditions the detection of persons and objects floating in the sea represents a major challenge for search and rescue operations (SAR). If conventional searchlights are used, backscattering from rain, fog and snow decreases the detection range. Therefore, a compact and inexpensive range-gated viewing system was developed, which significantly reduces atmospheric backscattering. The instrument is designed for detection ranges of several hundred meters. In this study, different image processing techniques were analyzed in terms of improved object detectability for a human observer and for a machine learning based object detector, based on a real-world image dataset. On the one hand noise of the camera is reduced by performing a non-uniformity correction (NUC) and the other hand the dynamic range of the images is adjusted and dark objects are accentuated by equalizing (EQ). The aim of this field study with the subsequent post processing steps is to achieve with low computing power an improvement in visibility for both a human observer and a machine learning based object detector, which is based on a real-world image dataset. Results show, that processing requirements are different for both cases, mainly caused by the human eye perception, which an automated detector does not rely on and therefore the performance of the object detector before the equalizing step is slightly better. However, the NUC improves the image quality in any case.
| Item URL in elib: | https://elib.dlr.de/203534/ | ||||||||||||||||||||||||||||
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| Document Type: | Article | ||||||||||||||||||||||||||||
| Title: | Optimizing Postprocessing of Range-Gated Viewing Data for Maritime Search and Rescue Operations at Night and in Bad Weather Conditions | ||||||||||||||||||||||||||||
| Authors: |
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| Date: | 15 March 2024 | ||||||||||||||||||||||||||||
| Journal or Publication Title: | Transactions on Maritime Science | ||||||||||||||||||||||||||||
| Refereed publication: | Yes | ||||||||||||||||||||||||||||
| Open Access: | Yes | ||||||||||||||||||||||||||||
| Gold Open Access: | No | ||||||||||||||||||||||||||||
| In SCOPUS: | Yes | ||||||||||||||||||||||||||||
| In ISI Web of Science: | Yes | ||||||||||||||||||||||||||||
| Volume: | 13 | ||||||||||||||||||||||||||||
| DOI: | 10.7225/toms.v13.n01.w18 | ||||||||||||||||||||||||||||
| Publisher: | Faculty of Maritime Studies | ||||||||||||||||||||||||||||
| ISSN: | 1848-3305 | ||||||||||||||||||||||||||||
| Status: | Published | ||||||||||||||||||||||||||||
| Keywords: | vision enhancement, non-uniformity correction (NUC), image processing, gated-viewing, range-gated viewing, equalization, object detection (YOLOv8), maritime search and rescue operation (SAR) | ||||||||||||||||||||||||||||
| HGF - Research field: | other | ||||||||||||||||||||||||||||
| HGF - Program: | other | ||||||||||||||||||||||||||||
| HGF - Program Themes: | other | ||||||||||||||||||||||||||||
| DLR - Research area: | no assignment | ||||||||||||||||||||||||||||
| DLR - Program: | no assignment | ||||||||||||||||||||||||||||
| DLR - Research theme (Project): | no assignment | ||||||||||||||||||||||||||||
| Location: | Bremerhaven | ||||||||||||||||||||||||||||
| Institutes and Institutions: | Institute for the Protection of Maritime Infrastructures > Maritime Security Technologies | ||||||||||||||||||||||||||||
| Deposited By: | Preis, Tristan | ||||||||||||||||||||||||||||
| Deposited On: | 20 Aug 2024 09:52 | ||||||||||||||||||||||||||||
| Last Modified: | 20 Aug 2024 09:52 |
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