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A Survey on Image-Based Automation of CCTV and SSET Sewer Inspections

机译:CCTV和SSET下水道检查基于图像的自动化调查

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摘要

This survey presents an in-depth overview of the last 25 years of research within the field of image-based automation of Closed-Circuit Television (CCTV) and Sewer Scanner and Evaluation Technology (SSET) sewer inspection. The survey investigates both the algorithmic pipeline, and the datasets and corresponding evaluation protocols. As a result of the in-depth survey, several trends within the research field are revealed, discussed, and future research directions are proposed. Based on the conducted survey, we put forth a set of three recommendations, which we believe will further improve and open the research field, as well as make the future research more reproducible: 1) The introduction of free and public benchmark datasets, 2) Standardized evaluation metrics, and 3) Open-sourcing the associated code.
机译:这项调查提供了闭路电视(CCTV)和下水道扫描仪和评估技术(SSET)下水道检查基于图像的自动化领域中最近25年研究的深入概述。该调查同时调查了算法管道,数据集和相应的评估协议。作为深入调查的结果,揭示,讨论了研究领域内的几种趋势,并提出了未来的研究方向。在进行的调查的基础上,我们提出了三项建议,我们认为这些建议将进一步改善和开放研究领域,并使未来的研究更具可重复性:1)引入免费和公共基准数据集,2)标准化的评估指标,以及3)开放源代码。

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