Combining Image Restoration with Deep Detectors for Improved Target Detection in GPR

Basit Öğe Kaydı
dc.contributor.authorKayacan, Yavuz Emre
dc.contributor.authorOzdogan, Kaan
dc.contributor.authorColak, Mehmet Utku
dc.contributor.authorAydin, Ozge
dc.contributor.authorTuran, Ahmet Enes
dc.contributor.authorErer, Isin
dc.date.accessioned2026-01-31T15:08:40Z
dc.date.available2026-01-31T15:08:40Z
dc.date.issued2024
dc.departmentİstanbul Beykent Üniversitesi
dc.description47th International Conference on Telecommunications and Signal Processing-TSP-Annual -- JUL 10-12, 2024 -- CZECH REPUBLIC
dc.description.abstractThe target detection performance of GPR systems suffers from the noisy and partially lost data encountered in field studies. Since detection may benefit from the restoration of the data prior to detection procedure, a two-step approach is proposed. Firstly, the data is either denoised or recovered with networks appropriate to the nature of the task, then detection is performed by YOLOv5 or YOLOv10. Detection results obtained with the proposed approach confirm performance increase in terms of MAP values compared to the sole use of YOLOv5 or YOLOv10.
dc.description.sponsorshipScientific and Technological Research Council of Turkiye (TUBITAK) [120E234]
dc.description.sponsorshipInstitute of Electrical and Electronics Engineers Inc
dc.description.sponsorshipThis work was funded by the Scientific and Technological Research Council of Turkiye (TUBITAK) under Project No.120E234.
dc.identifier.doi10.1109/TSP63128.2024.10605931
dc.identifier.endpage306
dc.identifier.isbn9798350365603
dc.identifier.isbn9798350365597
dc.identifier.issn2835-009X
dc.identifier.startpage302
dc.identifier.urihttps://doi.org./10.1109/TSP63128.2024.10605931
dc.identifier.urihttps://hdl.handle.net/20.500.12662/10723
dc.identifier.wosWOS:001594113800062
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherIeee
dc.relation.ispartof2024 47Th International Conference on Telecommunications And Signal Processing, Tsp 2024
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_WoS_20260128
dc.subjectburied target detection
dc.subjectground penetrating radar (GPR)
dc.subjectimage restoration
dc.subjectimage denoising
dc.subjectmissing data recovery
dc.subjectYOLOv5
dc.subjectYOLOv10
dc.titleCombining Image Restoration with Deep Detectors for Improved Target Detection in GPR
dc.typeConference Object

Dosyalar

Koleksiyon

WoS İndeksli Yayınlar Koleksiyonu