Long Range Optical Truck Tracking

被引:2
|
作者
Winkens, Christian [1 ]
Paulus, Dietrich [1 ]
机构
[1] Univ Koblenz Landau, Inst Computat Visualist, Univ Str 1, D-56070 Koblenz, Germany
关键词
Off-road Platooning; Optical Tracking; Kalman filter; Autonomous Vehicles; CONSENSUS; METRICS;
D O I
10.5220/0006296003300339
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Platooning applications require precise knowledge about position and orientation (pose) of the leading vehicle especially in rough terrain. We present an optical solution for a robust pose estimation using artificial markers and a camera as the only sensor. Temporal coherence of image sequences is used in a Kalman filter to obtain precise estimates. Furthermore based on the marker detections we utilize an adaptive model building algorithm which learns a keypoint based representation of the leading vehicle at runtime. The model is continuously updated and allows a markerless tracking of the vehicle for up to 70 meters even when driving at high velocities. The system is designed for and tested in off-road scenarios. A pose evaluation is performed in a simulation testbed.
引用
收藏
页码:330 / 339
页数:10
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