Fusion of Stereo Camera and MIMO-FMCW Radar for Pedestrian Tracking in Indoor Environments

被引:0
|
作者
Streubel, Roman [1 ]
Yang, Bin [1 ]
机构
[1] Univ Stuttgart, Inst Signal Proc & Syst Theory, Stuttgart, Germany
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暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we present a fusion of stereo camera and radar targets to significantly improve the tracking of pedestrians indoors especially suited for surveillance and security applications. Indoor environments pose bigger challenges for pedestrian tracking compared to outdoor environments. This makes pedestrian tracking with only a camera or radar difficult. In this work, we demonstrate that in some preliminary experiments our fusion system increases the multiple object tracking accuracy (MOTA) from -16.7% and 38.0% for camera or radar only tracking to 90.9% using a fusion of both. Furthermore, the proposed fusion system achieves a multiple object tracking precision (MOTP3D) of 90.3% compared to 83.4% and 81.8% obtained via camera and radar only tracking, respectively.
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收藏
页码:565 / 572
页数:8
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