Publication | Open Access
Temporal Deep Learning for Drone Micro-Doppler Classification
47
Citations
20
References
2018
Year
Unknown Venue
EngineeringMachine LearningClassification ConfidenceUnmanned VehicleRecurrent Neural NetworkData ScienceTemporal StructuresUnmanned SystemRadar Signal ProcessingRobot LearningTimefrequency AnalysisUnmanned Aerial VehiclesMachine VisionSynthetic Aperture RadarTemporal Pattern RecognitionRadar ApplicationComputer ScienceDeep LearningTemporal Deep LearningRadarAerial RoboticsSimulated Radar DatasetsAerospace Engineering
This work builds temporal deep learning architectures for the classification of time-frequency signal representations on a novel model of simulated radar datasets. We show and compare the success of these models and validate the interest of temporal structures to gain on classification confidence over time.
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