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System and method for automatic polyp detection using global geometric constraints and local intensity variation patterns

机译:使用全局几何约束和局部强度变化模式的自动息肉检测系统和方法

摘要

A system and methods for polyp detection using optical colonoscopy images are provided. In some aspects, the system includes an input configured to receive a series of optical images, and a processor configured to process the series of optical images with steps comprising of receiving an optical image from the input, constructing an edge map corresponding to the optical image, the edge map comprising a plurality of edge pixel, and generating a refined edge map by applying a classification scheme based on patterns of intensity variation to the plurality of edge pixels in the edge map. The processor may also process the series with steps of identifying polyp candidates using the refined edge map, computing probabilities that identified polyp candidates are polyps, and generating a report, using the computed probabilities, indicating detected polyps. The system also includes an output for displaying the report.
机译:提供了使用光学结肠镜检查图像进行息肉检测的系统和方法。在一些方面,该系统包括:配置为接收一系列光学图像的输入;以及处理器,配置为处理一系列光学图像的处理器,其步骤包括以下步骤:从该输入接收光学图像,构造与该光学图像相对应的边缘图。所述边缘图包括多个边缘像素,并且通过将基于强度变化的模式的分类方案应用于所述边缘图中的所述多个边缘像素来生成精细的边缘图。处理器还可以使用以下步骤来处理该系列:使用精化的边缘图来识别息肉候选者,计算识别出息肉候选者是息肉的概率,以及使用计算出的概率来生成报告以指示检测到的息肉。该系统还包括用于显示报告的输出。

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