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Target Tracking Analysis for Stone Soup

机译:石汤的目标跟踪分析

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The International Society of Information Fusion (ISIF) Stone Soup project seeks to bring together advances in target tracking through an open-source repository of software libraries. Additionally, the ISIF uncertainty reasoning working group provides an open-source ontology. This paper seeks to demonstrate the correspondence between the open source tracking repository and the Uncertainty Representation and Reasoning Evaluation Framework (URREF) ontology. For example, many target tracking challenge problems propose a scenario for data fusion techniques to solve, from which various performance metrics are considered for evaluation. The Stone Soup framework has the MetricGenerator class and the URREF has the accuracy class. The example presented in the paper utilizes the cubature Kalman filter to determine the impact of corrupted measurements on the track accuracy as an instance of the Stone Soup and URREF metrics.
机译:国际信息融合协会(ISIF)的“石汤”项目旨在通过开源的软件库来汇集目标跟踪方面的先进技术。此外,ISIF不确定性推理工作组提供了一个开源本体。本文旨在证明开源跟踪存储库与不确定性表示和推理评估框架(URREF)本体之间的对应关系。例如,许多目标跟踪挑战问题提出了一种数据融合技术要解决的方案,从该方案中可以考虑各种性能指标进行评估。 Stone Soup框架具有MetricGenerator类,而URREF具有precision类。本文中的示例利用库尔曼卡尔曼滤波器来确定损坏的测量结果对跟踪精度的影响,作为Stone Soup和URREF指标的一个实例。

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