Kayacan, Yavuz EmreÖzdoǧan, KaanÇolak, Mehmet UtkuAydin, ÖzaeTuran, Ahmet EnesErer, Isin2025-03-092025-03-092024979-835036559-7https://doi.org/10.1109/TSP63128.2024.10605931https://hdl.handle.net/20.500.12662/491047th International Conference on Telecommunications and Signal Processing, TSP 2024 -- 10 July 2024 through 12 July 2024 -- Virtual, Online -- 201450The 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. © 2024 IEEE.eninfo:eu-repo/semantics/closedAccessburied target detectionground penetrating radar (GPR)image denoisingimage restorationmissing data recoveryYOLOv10YOLOv5Conference Object10.1109/TSP63128.2024.106059312-s2.0-85201147474306N/A302