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Automated Low-Cost Smartphone-Based Lateral Flow Saliva Test Reader for Drugs-of-Abuse Detection

机译:自动化的基于智能手机的低成本侧流唾液测试阅读器,用于药物滥用检测

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摘要

Lateral flow assay tests are nowadays becoming powerful, low-cost diagnostic tools. Obtaining a result is usually subject to visual interpretation of colored areas on the test by a human operator, introducing subjectivity and the possibility of errors in the extraction of the results. While automated test readers providing a result-consistent solution are widely available, they usually lack portability. In this paper, we present a smartphone-based automated reader for drug-of-abuse lateral flow assay tests, consisting of an inexpensive light box and a smartphone device. Test images captured with the smartphone camera are processed in the device using computer vision and machine learning techniques to perform automatic extraction of the results. A deep validation of the system has been carried out showing the high accuracy of the system. The proposed approach, applicable to any line-based or color-based lateral flow test in the market, effectively reduces the manufacturing costs of the reader and makes it portable and massively available while providing accurate, reliable results.
机译:如今,横向流动分析测试已成为功能强大的低成本诊断工具。通常要由操作员对测试中的彩色区域进行目视解释,从而得出结果,从而导致主观性以及结果提取错误的可能性。虽然提供结果一致的解决方案的自动测试读取器已广泛使用,但它们通常缺乏可移植性。在本文中,我们介绍了一种基于智能手机的自动读取器,用于药物滥用侧流分析测试,包括一个廉价的灯箱和一个智能手机设备。使用计算机视觉和机器学习技术在设备中处理使用智能手机相机捕获的测试图像,以自动提取结果。已经对系统进行了深入的验证,显示了系统的高精度。所提出的方法适用于市场上任何基于行或基于颜色的横向流动测试,可有效降低阅读器的制造成本,并使其便携且可大量使用,同时提供准确,可靠的结果。

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