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Visual Indoor Positioning Method Using Image Database

机译:使用图像数据库的视觉室内定位方法

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摘要

With the increasing significance and usage of ordinary location-based services, a number of technologies have been invented for indoor positioning systems over the years. Some of them, however, suffer from limited precision and high expenses. In this paper, we propose a simple visual indoor positioning method using images captured by handheld cameras, in which case, there is no need for infrastructure components. Taking advantage of Bag-of-Visual-Words model, our proposed method consists of two stages. By using image processing algorithms i.e. feature extraction, description and clustering, an image database and its visual vocabulary are prepared in the first stage, along with the corresponding indoor position information. Then, a query image is matched with the image database from stage one to get the most several similar ones, whose position will be taken to get the location estimation by the method of voting and re-classification. We conducted some experiments to demonstrate the feasibility of the visual indoor positioning method. According to the simulation results, 90% of the positioning errors are within 1.2 meters and the average positioning time is no more than 2 seconds, which turns out to achieve a balance between speed and accuracy.
机译:随着普通地位服务的显着性和使用量,多年来,在室内定位系统中已经发明了许多技术。然而,其中一些患有有限的精确度和高费用。在本文中,我们提出了一种简单的视觉室内定位方法,使用手持式摄像机捕获的图像,在这种情况下,不需要基础设施组件。利用Visual-Words模型,我们提出的方法包括两个阶段。通过使用图像处理算法I.E.特征提取,描述和聚类,在第一阶段中准备了图像数据库及其视觉词汇,以及相应的室内位置信息。然后,查询图像与来自阶段的图像数据库匹配,以获取最多几个类似的图像数据库,其位置将通过投票和重新分类的方法获取位置估计。我们进行了一些实验,以证明视觉室内定位方法的可行性。根据仿真结果,90 %的定位误差在1.2米之内,平均定位时间不超过2秒,结果在速度和精度之间实现平衡。

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