2012 · 29 citations · 7 references
Automotive TrackingRobust MethodMachine VisionFeature DetectionImage AnalysisEngineeringPattern RecognitionObject DetectionMathematical MorphologyAutomatic Vehicle DetectionEdge DetectionVehicle DetectionComputer Vision
Vehicle detection from high resolution aerial images has been studied for many years. However, a robust and efficient vehicle detection method is still challenging. In this paper, a novel and robust method for automatic vehicle detection from highway aerial image was presented. In this method, a GIS road vector map is used to constrain a vehicle detection system to the highway networks. After the structure element is identified, morphological preprocessing method is used to identify candidate vehicles. Experiment is conducted with 0.15 m resolution aerial image. And the result demonstrated that the novel method has an excellent detection performance, thus the method is very promising.
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A Trainable System for Object Detection
C. Papageorgiou, Tomaso Poggio · International Journal of Computer Vision · 2000 · 1.3K citations
Car detection in low resolution aerial image
Tao Zhao, R. Nevatia · 2002 · 159 citations
Vehicle detection on aerial images: a structural approach
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