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A Web-Based Platform for Distributed Annotation of Computerized Tomography Scans

机译:基于Web的计算机层面扫描扫描的分布式注释平台

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摘要

Computer Aided Diagnosis (CAD) systems are adopting advancements at the forefront of computer vision and machine learning towards assisting medical experts with providing faster diagnoses. The success of CAD systems heavily relies on the availability of high-quality annotated data. Towards supporting the annotation process among teams of medical experts, we present a web-based platform developed for distributed annotation of medical images. We capitalize on the HTML5 canvas to allow for medical experts to quickly perform segmentation of regions of interest. Experimental evaluation of the proposed platform show a significant reduction in the time required to perform the annotation of abdominal computerized tomography images. Furthermore, we evaluate the relationship between the size of the harvested regions and the quality of the annotations. Finally, we present additional functionality of the developed platform for the closer examination of 3D point clouds for kidney cancer.
机译:计算机辅助诊断(CAD)系统正在采用计算机视觉和机器学习前沿的进步,旨在提供更快的诊断。 CAD系统的成功严重依赖于高质量注释数据的可用性。为了支持医学专家团队之间的注释过程,我们提出了一个为医学图像分布式注释开发的基于网络的平台。我们利用HTML5画布允许医疗专家迅速执行兴趣区域的细分。所提出的平台的实验评估显示出腹部计算机层面图像的注释所需的时间显着减少。此外,我们评估收获区域大小与注释的质量之间的关系。最后,我们呈现了开发平台的额外功能,以仔细检查肾癌3D点云。

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