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A Robust Model-Based Approach to Detect the Mitral Annulus in 3D Ultrasound

机译:一种基于模型的基于模型的方法来检测3D超声中的二尖瓣环

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Over 40.000 mitral reconstructions are performed each year in the United States. To ensure a successful and durable outcome of the operation, detailed quantification of the mitral annulus is helpful. However, manual measurement is time consuming and hard to perform in clinical routine. We propose a fast semi-automatic method to create a precise model of the mitral annulus from 3D ultrasound data. The basic idea is to combine image information with anatomical knowledge in form of a standard mitral annulus model. This way, the method can adjust to the individual image data and still cope with strong artifacts and incomplete images. By comparing the resulting models to manually created ground truth data of 39 patients, we identified a mean error of 3.49 mm. This is lower than the determined standard deviation of the expert (4.13 mm) and confirms the accuracy of the proposed method. The overall time to create a mitral annulus model from 3D ultrasound image data is less than a minute. Due to its speed, accuracy and robustness, the method is eligible for the clinical routine.
机译:每年在美国进行超过40,000分的重建。为确保运作的成功和持久的结果,二尖瓣环的详细量化是有帮助的。然而,手动测量是耗时且难以在临床日常生活中进行的耗时。我们提出了一种快速的半自动方法,从3D超声数据创建二尖瓣环的精确模型。基本思想是将图像信息与标准二尖瓣模型的形式结合起来的解剖学知识。这样,该方法可以调整到各个图像数据并仍然应对强的伪像和不完整的图像。通过比较所产生的模型来手动创建39名患者的地面真理数据,我们确定了3.49毫米的平均误差。这低于专家(4.13mm)的确定标准偏差,并确认所提出的方法的准确性。从3D超声图像数据创建二尖瓣模型的总体时间小于一分钟。由于其速度,准确性和稳健性,该方法有资格获得临床常规。

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