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Impact of retinal image quality – software aid for a low-cost device and effects on disease detection

机译:视网膜图像质量的影响 - 用于低成本装置的软件辅助和对疾病检测的影响

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Adequate image quality is a necessary component to any retinal screening program whether the cases are to be read by ahuman reader or processed by an artificial intelligence system (AI). The need for expanded screening for retinal diseaseshas led to the adoption of low-cost, portable cameras that are ideal for reaching large underserved populations. However,the low-cost cameras generally require a higher level of operator skill to produce high quality images in comparison withmore expensive table-top retinal cameras. This study, conducted at thirteen clinics in Monterrey, Mexico, comparesunreadable rates between a table-top retinal camera (Canon CR2-AF) and a low-cost portable camera (Volk Pictor Plus)before and after implementation of automatic image quality assessment software, Image Quality Analyzer (IQA). Thesoftware determines if an image is of adequate quality to be read by a human or AI system; what the image quality issuesare; and tips for fixing the issues. The process is performed in real time. Results show a significant decrease inunreadable cases (9% to 0%) for the Pictor Plus after IQA implementation bringing the percent of rejected cases in linewith the table-top camera (3% to 5%).
机译:足够的图像质量是任何视网膜筛查程序的必要组件,无论是否要读取人工读者或由人工智能系统(AI)处理。需要扩展视网膜疾病的筛查导致采用低成本,便携式相机,这是达到大型服务不足的人口的理想选择。然而,低成本摄像机通常需要更高水平的操作员技能,以便与之相比产生高质量的图像更昂贵的台式视网膜摄像头。这项研究在墨西哥蒙特雷的十三名诊所进行了比较桌面视网膜相机(佳能CR2-AF)和低成本便携式摄像机之间的不可读速率(Volk Pictor Plus)在实现自动图像质量评估软件的实施之前和之后,图像质量分析仪(IQA)。这软件确定图像是否具有足够的质量才能被人类或AI系统读取;图像质量问题是什么是;和解决问题的提示。该过程实时执行。结果显示出显着下降IQA实施后,Pictor Plus的案例(9%至0%)达到拒绝案件的百分比桌面相机(3%至5%)。

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