Web System for Computer Aided Diagnosis for Diabetic Retinopathy Integrated with the Picture Archiving and Communication System

Jessica González, Sofía Orue, D. Pinto-Roa, José Luis Vázquez Noguera, Amanda Guerrero
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Abstract

This work investigated and implemented the integration and effective use of Computer Aided Diagnostic and Detection systems (CAD) with a Picture Archiving and Communication System (PACS) and how this could provide standardized data and expand the coverage of specialized professionals. Likewise, standardized data allowed interoperability between systems. The designed CAD is focused on Diabetic Retinopathy diagnosis with three main functions: (I) digital image processing for detection, segmentation and extraction of retina image anomaly features, (II) binary classification, and finally (III) converter of the results to the DICOM standard (Digital Imagine and Communication Systems). It was decided to use an open source and free license PACS called Orthanc. The results show the successful integration of the systems, since the studies entered in the CAD are accessed directly from the PACS. At the same time, usability tests show a high degree of efficiency, effectiveness and satisfaction of clinical users in the use of the system.
糖尿病视网膜病变计算机辅助诊断与图像存档与通信系统集成的Web系统
这项工作调查和实施了计算机辅助诊断和检测系统(CAD)与图像存档和通信系统(PACS)的集成和有效使用,以及如何提供标准化数据和扩大专业人员的覆盖范围。同样,标准化的数据允许系统之间的互操作性。设计的CAD主要针对糖尿病视网膜病变的诊断,主要有三个功能:(I)对视网膜图像异常特征进行数字图像处理,进行检测、分割和提取;(II)二值分类;最后(III)将结果转换为DICOM标准(digital Imagine and Communication Systems)。我们决定使用一个叫做Orthanc的开源免费许可PACS。由于在CAD中输入的研究结果可以直接从PACS中访问,因此结果表明系统的集成是成功的。同时,可用性测试表明,临床用户在使用系统时具有较高的效率、有效性和满意度。
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