Evaluation of an object detection system in the submarine environment

dc.contributor.authorRekik, Farah
dc.contributor.authorAyedi, Walid
dc.contributor.authorJallouli, Mohammed
dc.contributor.editorSkala, Václav
dc.date.accessioned2018-04-16T08:36:48Z
dc.date.available2018-04-16T08:36:48Z
dc.date.issued2017
dc.description.abstractThe object detection in underwater environment requires a perfect description of the image with appropriate features, in order to extract the right object of interest. In this paper we adopt a novel underwater object detection algorithm based on multi-scale covariance descriptor (MSCOV) for the image description and feature extraction, and support vector machine classifier (SVM) for the data classification. This approach is evaluated in pipe detection application using MARIS dataset. The result of this algorithm outperforms existing detection system using the same dataset. Computer vision in underwater environment suffers from absorption and scattering of light in water. Despite the work carried out so far, image preprocessing is the only solution to cope with this problem. This step creates a waste of time and requires hardware and software resources. But the proposed method does not require pretreatment so it accelerate the process.en
dc.format6 s.cs
dc.format.mimetypeapplication/pdf
dc.identifier.citationWSCG 2017: poster papers proceedings: 25th International Conference in Central Europe on Computer Graphics, Visualization and Computer Visionin co-operation with EUROGRAPHICS Association, p. 25-30.en
dc.identifier.isbn978-80-86943-46-6
dc.identifier.issn2464-4617
dc.identifier.uriwscg.zcu.cz/WSCG2017/!!_CSRN-2703.pdf
dc.identifier.urihttp://hdl.handle.net/11025/29608
dc.language.isoenen
dc.publisherVáclav Skala - UNION Agencyen
dc.relation.ispartofseriesWSCG 2017: poster papers proceedingsen
dc.rights© Václav Skala - Union Agencycs
dc.rights.accessopenAccessen
dc.subjectdetekce objektůcs
dc.subjectdetekce potrubícs
dc.subjectpodvodní zobrazovánícs
dc.subjectdeskriptorcs
dc.subjectklasifikátorcs
dc.subject.translatedobjects detectionen
dc.subject.translatedpipe detectionen
dc.subject.translatedunderwater imagingen
dc.subject.translateddescriptoren
dc.subject.translatedclassifieren
dc.titleEvaluation of an object detection system in the submarine environmenten
dc.typekonferenční příspěvekcs
dc.typeconferenceObjecten
dc.type.statusPeer-revieweden
dc.type.versionpublishedVersionen

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