Efficient Hardware Implementation of Real-Time Object Tracking

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dc.authorscopusid57223924218
dc.authorscopusid57223922820
dc.authorscopusid36793379200
dc.authorscopusid57904162400
dc.authorscopusid55666247200
dc.contributor.authorNjuguna J.C.
dc.contributor.authorAlabay E.
dc.contributor.authorCelebi A.
dc.contributor.authorCelebi A.T.
dc.contributor.authorGullu M.K.
dc.date.accessioned2023-03-22T19:47:50Z
dc.date.available2023-03-22T19:47:50Z
dc.date.issued2022
dc.departmentBelirleneceken_US
dc.description.abstractThis paper presents a novel hardware architecture for the minimum output sum of squared error (MOSSE) tracker algorithm. The proposed hardware architecture is built using a high-level synthesis (HLS) approach to generate hardware blocks from C++ code. Furthermore, real-time testing and verification are done using an FPGA device fabricated at a 16nm technology node. The microbolometer thermal imaging sensor which has 17 ?m pixel pitch, 640×480 video resolution and 30 frames/second (fps) frame rate is used. Using the HLS tool, the maximum clock frequency and frame rate of 300 MHz and 60 fps are achieved respectively. Generated register transfer level (RTL) and Matlab simulations pose negligible differences between hardware and software implementations. Experimental results reveal that the proposed architecture balances hardware resource utilization and target tracking accuracy for consumer electronics applications. © 2022 IEEE.en_US
dc.identifier.doi10.1109/SIU55565.2022.9864768
dc.identifier.isbn9781665450928
dc.identifier.scopus2-s2.0-85138730368en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttps://doi.org/10.1109/SIU55565.2022.9864768
dc.identifier.urihttps://hdl.handle.net/20.500.14034/879
dc.identifier.wosWOS:001307163400107
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.journal2022 30th Signal Processing and Communications Applications Conference, SIU 2022en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectFPGAen_US
dc.subjecthardware architectureen_US
dc.subjectHLSen_US
dc.subjectMOSSE trackeren_US
dc.subjectC++ (programming language)en_US
dc.subjectHigh level synthesisen_US
dc.subjectInfrared imagingen_US
dc.subjectMATLABen_US
dc.subjectTarget trackingen_US
dc.subjectC++ codesen_US
dc.subjectFrame-rateen_US
dc.subjectHardware architectureen_US
dc.subjectHardware blocksen_US
dc.subjectHardware implementationsen_US
dc.subjectHigh-level synthesisen_US
dc.subjectMinimum output sum of squared error trackeren_US
dc.subjectNovel hardwareen_US
dc.subjectReal-time object trackingen_US
dc.subjectSum of squared errorsen_US
dc.subjectField programmable gate arrays (FPGA)en_US
dc.titleEfficient Hardware Implementation of Real-Time Object Trackingen_US
dc.typeConference Objecten_US

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