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SYSTEMS, METHODS, AND MEDIA FOR SELECTIVELY PRESENTING IMAGES CAPTURED BY CONFOCAL LASER ENDOMICROSCOPY

机译:用于选择性呈现共焦激光内窥镜捕获的图像的系统,方法和介质

摘要

In accordance with some embodiments of the disclosed subject matter, systems, methods, and media for selectively presenting images captured by confocal laser endomicroscopy (CLE) are provided. In some embodiments, a method comprises: receiving images captured by a CLE device during brain surgery; providing the images to a convolution neural network (CNN) trained using at least a plurality of images of brain tissue captured by a CLE device and labeled diagnostic or non-diagnostic; receiving an indication, from the CNN, likelihoods that the images are diagnostic images; determining, based on the likelihoods, which of the images are diagnostic images; and in response to determining that an image is a diagnostic image, causing the image to be presented during the brain surgery.
机译:根据所公开的主题的一些实施例,提供了用于选择性地呈现由共聚焦激光内窥镜检查(CLE)捕获的图像的系统,方法和介质。在一些实施例中,一种方法包括:接收在脑外科手术期间由CLE设备捕获的图像;以及将图像提供给卷积神经网络(CNN),该卷积神经网络使用由CLE设备捕获并标记为诊断或非诊断的至少多个脑组织图像进行训练;从CNN接收指示图像是诊断图像的可能性;基于所述可能性,确定哪些图像是诊断图像;并响应于确定图像是诊断图像,导致在脑外科手术期间呈现图像。

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