Dual camera based high spatio-temporal resolution video generation for wide area surveillance

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dc.authorid0000-0002-6842-1528
dc.authorid0000-0003-0779-9620
dc.contributor.authorSuluhan, Hasan Umut
dc.contributor.authorAteş, Hasan Fehmi
dc.contributor.authorGüntürk, Bahadır Kürşat
dc.date.accessioned2022-12-26T11:00:54Z
dc.date.available2022-12-26T11:00:54Z
dc.date.issued2022
dc.departmentİstanbul Medipol Üniversitesi, Mühendislik ve Doğa Bilimleri Fakültesi, Elektrik ve Elektronik Mühendisliği Bölümü
dc.description.abstractWide area surveillance (WAS) requires high spatiotemporal resolution (HSTR) video for better precision. As an alternative to expensive WAS systems, low-cost hybrid imaging systems can be used. This paper presents the usage of multiple video feeds for the generation of HSTR video as an extension of reference based super resolution (RefSR). One feed captures video at high spatial resolution with low frame rate (HSLF) while the other captures low spatial resolution and high frame rate (LSHF) video simultaneously for the same scene. The main purpose is to create an HSTR video from the fusion of HSLF and LSHF videos. In this paper we propose an end-to-end trainable deep network that performs optical flow (OF) estimation and frame reconstruction by combining inputs from both video feeds. The proposed architecture provides significant improvement over existing video frame interpolation and RefSR techniques in terms of PSNR and SSIM metrics and can be deployed on drones with dual cameras.
dc.identifier.citationSuluhan, H. U., Ateş, H. F. ve Güntürk, B. K. (2022). Dual camera based high spatio-temporal resolution video generation for wide area surveillance. 18th IEEE International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2022. Virtual, Online, 29 November-2 December 2022. https://doi.org/10.1109/AVSS56176.2022.9959711
dc.identifier.doi10.1109/AVSS56176.2022.9959711
dc.identifier.isbn9781665463829
dc.identifier.scopus2-s2.0-85143910802
dc.identifier.scopusqualityN/A
dc.identifier.urihttps://doi.org/10.1109/AVSS56176.2022.9959711
dc.identifier.urihttps://hdl.handle.net/20.500.12511/10184
dc.identifier.wos000896514200058en_US
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.institutionauthorAteş, Hasan Fehmi
dc.institutionauthorGüntürk, Bahadır Kürşat
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.ispartof18th IEEE International Conference on Advanced Video and Signal-Based Surveillance, AVSS 2022en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.relation.tubitakinfo:eu-repo/grantAgreement/TUBITAK/SOBAG/118E891
dc.rightsinfo:eu-repo/semantics/embargoedAccess
dc.subjectWide Area Surveillance
dc.subjectVideo Generation
dc.subjectSpatio-Temporal Resolution
dc.titleDual camera based high spatio-temporal resolution video generation for wide area surveillance
dc.typeConference Object

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