Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Traffic accident prediction using vehicle tracking and trajectory analysis
Intelligent visual surveillance for road vehicles is a key component for developing autonomous intelligent transportation systems. In this paper, a probabilistic model for prediction of traffic accidents using 3D model based vehicle tracking is proposed. Sample data including motion trajectories are first obtained by 3D model based vehicle tracking. A fuzzy self-organizing neural network algorithm is then applied to learn activity patterns from the sample trajectories. Vehicle activities are finally predicted by locating and matching each observed partial trajectory with the learned activity patterns, and the occurrence probability of a traffic accident is determined. Experiments with a model scene show the effectiveness of the proposed algorithm.
Traffic accident prediction using vehicle tracking and trajectory analysis
Intelligent visual surveillance for road vehicles is a key component for developing autonomous intelligent transportation systems. In this paper, a probabilistic model for prediction of traffic accidents using 3D model based vehicle tracking is proposed. Sample data including motion trajectories are first obtained by 3D model based vehicle tracking. A fuzzy self-organizing neural network algorithm is then applied to learn activity patterns from the sample trajectories. Vehicle activities are finally predicted by locating and matching each observed partial trajectory with the learned activity patterns, and the occurrence probability of a traffic accident is determined. Experiments with a model scene show the effectiveness of the proposed algorithm.
Traffic accident prediction using vehicle tracking and trajectory analysis
Weiming Hu, (Autor:in) / Xuejuan Xiao, (Autor:in) / Dan Xie, (Autor:in) / Tieniu Tan, (Autor:in)
01.01.2003
501114 byte
Aufsatz (Konferenz)
Elektronische Ressource
Englisch
Traffic Accident Prediction Using Vehicle Tracking and Trajectory Analysis
| British Library Conference Proceedings | 2003
Traffic Accident Severity Prediction Model using AI
| IEEE | 2023
Accident prediction models for traffic signals
| British Library Conference Proceedings | 2008
A novel approach for traffic accident analysis and prediction using artificial neural networks
| British Library Online Contents | 1996