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

Alexandros Gavriilidis, Carsten Stahlschmidt, J. Velten, A. Kummert
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引用次数: 1

Abstract

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.
基于车对x通信思想的行人检测融合与定位评价
行人安全在城市环境中的应用,如观察十字路口或人行横道,是一个日益增长的研究领域。本文主要研究了从不同视角,特别是从监控系统和移动车辆中检测到的行人的融合问题。因此,本文提出了基于全球定位系统(GPS)生成的世界地图中可用信息的组合。将假设不确定性的探测转换为世界地图的模型,以及将不同视角的独立探测组合成一个独特的探测的尝试是本文的成果。在信息结合的基础上,对监控系统和单目目标检测辅助系统的检测精度进行了评价。这一评价揭示了从不同视角到全球世界地图的信息映射的缺点和优点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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