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Mutation detection system for actualizing traffic sign inventories

机译:实现交通标志库存的突变检测系统

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Road safety is influenced by the adequate placement of traffic signs. As the visibility of road signs degrades over time due to e.g. aging, vandalism or vegetation coverage, sign maintenance is required to preserve a high road safety. This is commonly performed based on inventories of traffic signs, which should be conducted periodically, as road situations may change and the visibility of signs degrades over time. These inventories are created efficiently from street-level images by (semi-)automatic road sign recognition systems, employing computer vision techniques for sign detection and classification. Instead of periodically repeating the complete surveying process, these automated sign recognition systems enable re-identification of the previously found signs. This results in the highlighting of changed situations, enabling specific manual validation of these cases. This paper presents a mutation detection approach for semi-automatic updating of traffic sign inventories, together with a case study to assess the practical usability of such an approach. Our system re-identifies 94.8% of the unchanged signs, thereby resulting in a significant reduction of the manual effort required for the semi-automated actualization of the inventory. As the amount of changes equals to 16.9% of the already existing signs, this study also clearly shows the economic relevance and usefulness of periodic updating road sign surveys.
机译:道路安全受到交通标志放置位置的影响。由于道路标志的可见性会随着时间的流逝而降低,例如老化,故意破坏或植被覆盖,需要维护标志以保持较高的道路安全性。通常,这是根据交通标志清单执行的,应该定期进行此操作,因为道路状况可能会发生变化,并且标志的可见性会随着时间的流逝而降低。这些清单是通过(半)自动路标识别系统从街道图像中有效创建的,采用计算机视觉技术进行路标检测和分类。这些自动的符号识别系统可以周期性地重新识别以前找到的符号,而不是定期重复完整的调查过程。这样可以突出显示已更改的情况,从而可以对这些情况进行特定的手动验证。本文提出了一种用于交通标志清单半自动更新的变异检测方法,并结合了一个案例研究来评估这种方法的实际可用性。我们的系统重新标识了94.8%的未更改符号,从而大大减少了半自动实现库存所需的人工。由于变化量等于已经存在的路标的16.9%,因此本研究还清楚地表明了定期更新路标调查的经济意义和实用性。

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