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MICROSOFT INDOOR LOCALIZATION COMPETITION: EXPERIENCES AND LESSONS LEARNED

机译:微软室内本地化竞争:经验和教训

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摘要

For well over a decade, academia and industry have devoted a lot of effort and resources into solving the indoor localization problem. The research community has not converged to a single, widely accepted solution that can achieve the desired accuracy at the required cost. We believe that this is partly due to the highly ad-hoc evaluation process of indoor location systems: each system is usually evaluated in a custom, highly controlled environment, making it hard to draw conclusions about its performance and overhead in realistic conditions. Even worse, this type of evaluation makes the comparison of different solutions almost impossible. With this in mind, we organized the Microsoft Indoor Localization Competition [1]. The main motivation behind the competition was to give different academic and industry groups the opportunity to test their indoor location technologies in a realistic, unfamiliar environment. This environment established a common baseline for assessing the relative accuracy and overhead of the different indoor location technologies. At the same time, it allowed researchers working on the indoor location to meet and interact with each other, and closely observe the competing solutions in action.
机译:十多年来,学术界和工业界已经投入了大量的精力和资源来解决室内本地化问题。研究社区还没有收敛到可以以所需的成本实现所需的精度的,被广泛接受的解决方案。我们认为,这部分是由于室内定位系统的高度临时评估过程造成的:每个系统通常都在自定义,高度受控的环境中进行评估,因此很难在实际条件下得出有关其性能和开销的结论。更糟糕的是,这种评估几乎不可能对不同解决方案进行比较。考虑到这一点,我们组织了Microsoft室内本地化竞赛[1]。比赛的主要动机是让不同的学术和行业团体有机会在现实,陌生的环境中测试他们的室内定位技术。该环境为评估不同室内定位技术的相对精度和开销建立了通用基准。同时,它使在室内工作的研究人员能够见面并互动,并密切观察正在运行的竞争解决方案。

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