2002 · 495 citations · 12 references
EngineeringAutomotive EngineeringComputer ScienceComputer VisionMachine VisionTransportationIntelligent Transportation SystemsTraffic EngineeringTraffic Flow AnalysisTraffic Flow TheoryVehicle PerceptionVisual TrackingFeature TrackingHighway Traffic FlowMachine Vision SensingMachine Vision SensorsMachine Vision SystemsPoint Feature TrackingTraffic Monitoring SystemsTraffic Surveillance
For the problem of tracking vehicles on freeways using machine vision, existing systems work well in free-flowing traffic. Traffic engineers, however, are more interested in monitoring freeways when there is congestion, and current systems break down for congested traffic due to the problem of partial occlusion. We are developing a feature-based tracking approach for the task of tracking vehicles under congestion. Instead of tracking entire vehicles, vehicle sub-features are tracked to make the system robust to partial occlusion. In order to group together sub-features that come from the same vehicle, the constraint of common motion is used. In this paper we describe the system, a real-time implementation using a network of DSP chips, and experiments of the system on approximately 44 lane hours of video data.
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<i>Tracking and Data Association</i>
Yaakov Bar‐Shalom, Thomas Fortmann, Peter G. Cable · The Journal of the Acoustical Society of America · 1990 · 3.1K citations · Full text
Computing, Mathematics, Physics +14
Towards robust automatic traffic scene analysis in real-time
Daniela Koller, Joseph Weber, T. Huang et al. · 2002 · 380 citations