STATIONARY AIRCRAFT DETECTION FROM SATELLITE IMAGES

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dc.contributor.authorPolat, Ediz
dc.contributor.authorYildiz, Cihat
dc.date.accessioned2025-01-21T16:44:32Z
dc.date.available2025-01-21T16:44:32Z
dc.date.issued2012
dc.departmentKırıkkale Üniversitesi
dc.description.abstractSatellite image analysis is an important research area in the field of image processing. Detection and recognition of regions and objects from satellite images find many useful civil applications such as detection of buildings, roads, bridges and other man-made objects as well as land plant classification. On the other hand, the detection of stationary aircrafts in airports can be strategically important in military applications. In this study, a learning-based system that detects stationary aircrafts in satellite images obtained from Google Earth is developed. The features that emphasize the geometric structure of an aircraft are determined using 2D Gabor filter. The aircraft detection is performed using Support Vector Machines (SVM) classification method. The SVM is a supervised learning method that analyzes data and recognizes patterns for classification The SVM takes a set of input data (a vector consists of Gabor filter output of images) and predicts the one of two classes (aircraft or non-aircraft). The performance of the system is demonstrated using satellite images collected from airports in Europe and United States.
dc.identifier.endpage1528
dc.identifier.issn1303-0914
dc.identifier.issue2
dc.identifier.startpage1523
dc.identifier.urihttps://hdl.handle.net/20.500.12587/25482
dc.identifier.volume12
dc.identifier.wosWOS:000409760700007
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.language.isoen
dc.publisherIstanbul Univ, Fac Engineering
dc.relation.ispartofIstanbul University-Journal of Electrical and Electronics Engineering
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241229
dc.subjectAircraft detection; satellite image analysis; support vector machines; Gabor filter
dc.titleSTATIONARY AIRCRAFT DETECTION FROM SATELLITE IMAGES
dc.typeArticle

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