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System and method for classifying and characterizing tissues using first-order and second-order statistics of quantitative ultrasound parametric maps

机译:使用定量超声参数图的一阶和二阶统计信息对组织进行分类和表征的系统和方法

摘要

Systems and methods for classifying tissue using quantitative ultrasound techniques. Parameters are calculated directly from raw echo signal data acquired from a region-of-interest during an ultrasound scan and parametric maps are produced using these parameters. These parameters can be calculated after normalizing the echo signal data using reference data so as to mitigate the effects of variations in instruments settings, ultrasound beam diffraction, and attenuation effects. First-order and second-order statistical measures are computed from these parametric maps, and are used to classify the tissue or tissues in the region-of-interest. Using these systems and methods, tissue can be classified with different levels of classification. For example, a tissue characterized as malignant cancer can additionally be graded (e.g., Grade I, II, or III).
机译:使用定量超声技术对组织进行分类的系统和方法。在超声扫描过程中直接从感兴趣区域获取的原始回波信号数据中直接计算参数,并使用这些参数生成参数图。在使用参考数据对回波信号数据进行归一化后,可以计算这些参数,以减轻仪器设置变化,超声束衍射和衰减效应的影响。从这些参数图计算一阶和二阶统计量度,并将其用于对感兴趣区域中的一个或多个组织进行分类。使用这些系统和方法,可以用不同的分类级别对组织进行分类。例如,特征为恶性癌的组织可以另外分级(例如,I,II或III级)。

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