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Evaluation of pedestrian detection fusion and localization based on the idea of car-to-X communication

机译:基于car-to-X通信思想的行人检测融合与定位评估

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摘要

Pedestrian safety applications for urban environments, e.g. observation of intersections or crosswalks for pedestrians, are a growing research area. This paper is focused on the fusion of detected pedestrians from different viewing angles, especially from a surveillance system and from a moving car. Therefore, a combination of the available information inside of a generated world map, which is based on the global positioning system (GPS), is presented. The model for transforming detections with assumed uncertainties into the world map, and an attempt to combine separate independent single detections from different views to a unique one are results of the paper. Besides the combination of information, an evaluation of the detection accuracy of a surveillance system and a monocular object detection driver assistance system is presented. This evaluation discloses drawbacks as well as benefits of an information mapping from different viewing angles into a global world map.
机译:城市环境中的行人安全应用,例如为行人观察十字路口或人行横道,是一个正在发展的研究领域。本文着重于从不同的视角融合检测到的行人,尤其是从监视系统和行驶中的汽车中。因此,提出了基于全球定位系统(GPS)的已生成世界地图内部可用信息的组合。该模型的结果是,该模型将具有不确定性的检测结果转换为世界地图,并尝试将来自不同视图的独立独立检测结果组合为唯一的检测结果。除了信息的组合之外,还提出了对监视系统和单眼物体检测驾驶员辅助系统的检测准确性的评估。该评估揭示了信息从不同视角映射到全球世界地图的弊端和好处。

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