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Toward Fast and Accurate Map-to-Map Matching of City Street Maps

机译:迈向城市街道地图的快速准确地图到地图匹配

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Frequently, various sources of geographic streetrelated data are covering the same space. Many geospatial traffic services require interoperability of the different datasets, which can be achieved by road network matching. A prominent use case is map conflation. More recently, the authors have suggested approaches to dynamic location referencing between maps (GIMME) and to automatic relocation of link related data in updated street maps within a framework called Map2Map. In this paper, an update on the recent advances in GIMME and Map2Map is given. Methodologically, path contraction is used to obtain a simplified version of the digital road network. This pre-processed version then augments the original network, and serves as a guide for finding routes covering the entire network, and facilitating the inter-map matching process. Path contraction also helps to reduce the complexity of the core inter-map matching method GIMME without loss in matching quality. On the conceptual side, a general strategy called “calibration-preserving pre- or post-processing” (C-3PO) is introduced. The aforementioned path contraction and two more post-processing methods used in Map2Map give examples for an implementation of C-3PO. Experimental results demonstrate the effectiveness of the presented approach.
机译:通常,各种地理细节数据来源覆盖相同的空间。许多地理空间交通服务需要不同数据集的互操作性,这可以通过道路网络匹配来实现。突出的用例是地图混淆。最近,作者提出了对地图(GIMME)之间的动态位置的动态位置以及在称为Map2Map的框架内的更新的街道地图中自动重新定位链接相关数据的方法。在本文中,给出了关于GIMME和MAP2MAP最近进步的更新。方法论地,路径收缩用于获得数字道路网络的简化版本。然后,此预处理版本增加了原始网络,并作为查找覆盖整个网络的路由的指南,并促进映射间匹配过程。路径收缩还有助于降低核心间匹配方法Gimme的复杂性,而不会造成匹配质量。在概念方面,介绍了称为“校准保留或后处理”(C-3PO)的一般策略。上述路径收缩和MAP2MAP中使用的另外两个后处理方法提供了C-3PO的实施例。实验结果表明了所提出的方法的有效性。

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