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首页> 外文期刊>Internet of Things Journal, IEEE >EyeLoc: Smartphone Vision-Enabled Plug-n-Play Indoor Localization in Large Shopping Malls
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EyeLoc: Smartphone Vision-Enabled Plug-n-Play Indoor Localization in Large Shopping Malls

机译:Eyeloc:智能手机启用视觉插件 - 在大型购物中心的室内定位

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摘要

Indoor localization is becoming an emerging requirement in many large shopping malls. Existing indoor localization systems, however, require exhausted system bootstraps and calibration phases. The huge sunk cost usually hinders practical deployment of the indoor localization systems in large shopping malls. In contrast, we observe that floor-plan images of large shopping malls, which highlight the positions of many shops, are widely available in Google Maps, Gaode Maps, Baidu Maps, etc. According to several observed shops, people can localize themselves (called self-localization). However, due to the requirements of geometric sense and space transformation, not all people get used to this way. In this article, we propose EyeLoc, which uses smartphone vision to enable accurate self-localization on a floor-plan image. EyeLoc addresses several challenges, including developing a ubiquitous smartphone vision system, extracting efficient vision clues, and achieving robust measurement error mitigation. We implement EyeLoc in Android and evaluate its performance in emulated environment, two large shopping malls and a semioutdoor large Outlets. The results show that the 90-percentile errors of localization and heading direction are 5.97 m and 20 degrees in 70 000 m(2) malls.
机译:室内本地化正成为许多大型购物中心的新兴要求。但是,现有的室内定位系统需要耗尽的系统举止和校准阶段。巨大的沉没成本通常会阻碍大型购物中心的室内定位系统的实际部署。相比之下,我们观察到大型购物中心的落地图像,突出了许多商店的位置,广泛应用于Google地图,高速地图,百度地图等。根据几家观察商店,人们可以本身就是本身(称为自我定位)。然而,由于几何意义和空间转换的要求,并非所有人都习惯了这种方式。在本文中,我们提出了Eyeloc,它使用智能手机视觉来实现落地图像上的准确自定位。 Eyeloc解决了几个挑战,包括开发普遍存在的智能手机视觉系统,提取高效的视觉线索,并实现稳健的测量错误缓解。我们在Android中实施Eyeloc,并评估其在模拟环境中的性能,两个大型购物中心和半径大型网点。结果表明,在70 000米(2)商场中,90百分位的定位和标题方向的误差为5.97米和20度。

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