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AUTOMATED MEDICAL IMAGE ANNOTATION AND ANALYSIS

机译:自动医学图像注释和分析

摘要

Systems and methods are provided for automatically marking locations within a radiograph of one or more dental pathologies, anatomies, anomalies or other conditions determined by automated image analysis of the radiograph by a number of different machine learning models. Image annotation data may be generated based at least in part on obtained results associated with output of the multiple machine learning models, where the image annotation data indicates at least one location in the radiograph and an associated dental pathology, restoration, anatomy or anomaly detected at the at least one location by at least one of the machine learning models. A user interface may present at least a portion of a radiograph's image data, along with display of visual bounding shapes appearing to be overlaid over the at least a portion of the image data to visually mark the presence and location of a given pathology or other condition.
机译:提供了系统和方法,用于自动在一个或多个牙科病理学,解剖学,异常或通过射线照片的自动图像分析确定的一个或多个牙科病理学,解剖学,异常或其他条件的射线照片中的位置,通过许多不同的机器学习模型。可以至少部分地基于与多机器学习模型的输出相关联的获得结果来生成图像注释数据,其中图像注释数据指示射线照片中的至少一个位置和检测到的相关牙科病理,恢复,解剖学或异常至少一个机器学习模型的至少一个位置。用户界面可以呈现X光片的图像数据的至少一部分,并且随着视觉边界形状的显示出现在图像数据的至少一部分上覆盖,以在视觉上标记给定病理或其他条件的存在和位置。

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