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Satellites in Our Pockets: An Object Positioning System using Smartphones

机译:口袋里的卫星:使用智能手机的物体定位系统

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This paper attempts to solve the following problem: can a distant object be localized by looking at it through a smartphone. As an example use-case, while driving on a highway entering New York, we want to look at one of the skyscrapers through the smartphone camera, and compute its GPS location. While the problem would have been far more difficult five years back, the growing number of sensors on smartphones, combined with advances in computer vision, have opened up important opportunities. We harness these opportunities through a system called Object Positioning System (OPS) that achieves reasonable localization accuracy. Our core technique uses computer vision to create an approximate 3D structure of the object and camera, and applies mobile phone sensors to scale and rotate the structure to its absolute configuration. Then, by solving (nonlinear) optimizations on the residual (scaling and rotation) error, we ultimately estimate the object's GPS position.We have developed OPS on Android NexusS phones and experimented with localizing 50 objects in the Duke University campus. We believe that OPS shows promising results, enabling a variety of applications. Our ongoing work is focused on coping with large GPS errors, which proves to be the prime limitation of the current prototype.
机译:本文试图解决以下问题:可以通过智能手机查看远处的物体以对其进行定位。作为示例用例,在驶入纽约的高速公路上行驶时,我们希望通过智能手机摄像头查看其中一栋摩天大楼,并计算其GPS位置。尽管五年前这个问题将变得更加困难,但智能手机上传感器的数量不断增加,再加上计算机视觉的进步,已经带来了重要的机遇。我们通过称为对象定位系统(OPS)的系统来利用这些机会,该系统可实现合理的定位精度。我们的核心技术使用计算机视觉来创建对象和相机的近似3D结构,并应用移动电话传感器将结构缩放并旋转到其绝对配置。然后,通过解决残差(缩放和旋转)误差的(非线性)优化,最终估算出物体的GPS位置。我们在Android NexusS手机上开发了OPS,并在杜克大学校园内对50个物体进行了定位实验。我们相信OPS会显示出令人鼓舞的结果,可实现各种应用。我们正在进行的工作集中在应对较大的GPS错误上,事实证明这是当前原型的主要限制。

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