Proceedings of the 17th International Conference on Pattern Recognition, 2004. ICPR 2004. · 2004 · 34 citations · 5 references
ComputingAutomotive EngineeringComputer ScienceAutonomous VehiclesComputer VisionMachine VisionIntelligent Transportation SystemsMotion AnalysisObject DetectionPattern RecognitionTraffic EngineeringVisual TrackingBlob DetectionReal-time OperationReal-time RequirementsReal-time Tracking AlgorithmsVehicle DetectionVehicle Tracking Systems
This work presents a moving vehicle detection and tracking system, MVDT, for real-time operation in outdoor scenes. MVDT consists of three major components: road detection, vehicle detection, and vehicle tracking. The road detection algorithm utilizes a plane-fitting feature, the vehicle detection uses both segmented blob and snakes blob features in a neural network classifier, and a fast vehicle tracking algorithm is designed to locate vehicles in consecutive image frames. We show through experiments that MVDT is effective in detecting moving vehicles in various outdoor scenes and can indeed reach real-time operation requirements.
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Visual pattern recognition by moment invariants
Ming-Kuei Hu · IRE Transactions on Information Theory · 1962 · 7.5K citations
Real-time stereo vision for urban traffic scene understanding
Uwe Franke, A. Joos · 2002 · 155 citations