The Cutting-Edge YOLO11 for Advanced Aircraft Detection in Synthetic Aperture Radar (SAR) Imagery

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dc.contributor.authorBakirci, Murat
dc.contributor.authorBayraktar, Irem
dc.date.accessioned2025-03-17T12:22:49Z
dc.date.available2025-03-17T12:22:49Z
dc.date.issued2024
dc.departmentTarsus Üniversitesi
dc.description8th International Symposium on Innovative Approaches in Smart Technologies, ISAS 2024 -- 6 December 2024 through 7 December 2024 -- Istanbul -- 206312
dc.description.abstractThis study presents one of the first evaluations of the YOLO11 algorithm and is the first to apply it for aircraft detection from SAR images. A dataset combining SAR Aircraft Detection Dataset (SADD) images and additional web-mined images was used to train and test the model. YOLO11 achieved significant improvements in detection accuracy, with higher precision, recall, and mAP compared to earlier YOLO iterations such as YOLOv5, YOLOv8, YOLOv9, and YOLOv10. The model exhibited a balanced performance by maintaining competitive inference times while minimizing both false positives and missed detections. These results demonstrate the potential of YOLO11 for real-time applications, particularly in UAV-based surveillance systems, where both speed and accuracy are critical. © 2024 IEEE.
dc.identifier.doi10.1109/ISAS64331.2024.10845222
dc.identifier.isbn979-833154010-4
dc.identifier.scopus2-s2.0-85218068622
dc.identifier.scopusqualityN/A
dc.identifier.urihttps://doi.org/10.1109/ISAS64331.2024.10845222
dc.identifier.urihttps://hdl.handle.net/20.500.13099/1405
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.ispartof8th International Symposium on Innovative Approaches in Smart Technologies, ISAS 2024 - Proceedings
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_Scopus_20250316
dc.subjectaircraft detection
dc.subjectCNN
dc.subjectdeep learning
dc.subjectSAR imagery
dc.subjectYOLO11
dc.titleThe Cutting-Edge YOLO11 for Advanced Aircraft Detection in Synthetic Aperture Radar (SAR) Imagery
dc.typeConference Object

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