2010 · 81 citations · 7 references
ComputingComputer ScienceRobotics EngineeringComputer VisionMachine VisionSensor FusionMotion AnalysisObject DetectionPoint Cloud ProcessingPose EstimationTracking SystemsVisual TrackingLidar SensingLidar SensorsMulti-object TrackingMulti-target TrackingObjectsPedestrian Tracking
Advances in lidar technology, in particular 360-degree lidar sensors, create new opportunities to augment and improve traditional surveillance systems. This paper describes an initial challenge to use a single stationary 360-degree lidar sensor to detect and track people moving throughout a scene in real-time. The depicted approach focuses on overcoming three primary challenges inherent in any lidar tracker: classification and matching errors between multiple human targets, segmentation errors between humans and fixed objects in the scene, and segmentation errors between targets that are very close together.
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