Publication | Closed Access
Multiple-Hypothesis Tracking for Targets Producing Multiple Measurements
63
Citations
27
References
2018
Year
Artificial IntelligenceEngineeringMachine LearningMeasurementLocalizationTarget IdentificationImage AnalysisData ScienceData MiningPattern RecognitionObject TrackingStatisticsMachine VisionAutomatic Target RecognitionKnowledge DiscoveryComputer EngineeringMoving Object TrackingComputer ScienceMultiple-hypothesis TrackingSignal ProcessingComputer VisionRadarGeneralized RecursionMultiple DetectionsTracking System
This paper extends the multiple-hypothesis tracking (MHT) recursion to allow for multiple detections per target, per scan of data. We show that the generalized recursion admits the factorization of global-hypothesis probabilities, enabling track-oriented MHT. We propose a two-stage MHT implementation that allows tractable processing in this setting, and explore performance with respect to classical track-oriented MHT processing.
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