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An Adaptive Inverse Image Construction Method for Contrast 3D Echocardiography

机译:一种自适应逆图像施工方法,用于对比度3D超声心动图

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Contrast 3D echocardiography (C3DE) enhances the visual quality of ultrasound images in comparison with conventional 3D echocardiography (3DE). Though the image quality in C3DE is perceived to be improved for visual analysis, but it actually deteriorates for the purpose of automatic or semi-automatic analysis due to high speckle noise and intensity in homogeneity. Therefore, the left ventricle (LV) endocardial feature extraction and segmentation from C3DE images remains a challenging problem. To overcome this challenge, this work proposes a simple adaptive method to invert the appearance of C3DE image. In this inverted appearance, the LV cavity appears dark while the myocardium appears bright similar to 3DE image. Moreover, the resulting inverted image has high contrast and low noise appearance, yielding strong LV endocardium boundary and facilitating feature extraction for segmentation. The proposed method inverts the C3DE image by using a threshold that is determined automatically through image histogram analysis. Subsequently, the inverted image information is utilized in an edge-driven LV feature extraction and segmentation method. The segmentation results of LV boundary delineation are compared to manual LV boundary delineation and a good match is observed.
机译:与传统的3D超声心动图(3DE)相比,对比度3D超声心动图(C3DE)增强了超声图像的视觉质量。尽管C3DE中的图像质量被认为是为了进行视觉分析,但它实际上由于高斑点噪声和均匀性强度而自动或半自动分析的目的劣化。因此,C3DE图像的左心室(LV)心内膜特征提取和分段仍然是一个具有挑战性的问题。为了克服这一挑战,这项工作提出了一种简单的自适应方法来反转C3DE图像的外观。在这种倒置的外观中,LV腔显得暗,而心肌似乎与3DE图像相似明亮。此外,所得的反相图像具有高对比度和低噪声外观,产生强的LV心内膜边界,并促进分割特征提取。所提出的方法通过使用通过图像直方图分析自动确定的阈值来反转C3DE图像。随后,在边缘驱动的LV特征提取和分段方法中使用反相图像信息。将LV边界描绘的分段结果与手动LV边界描绘进行比较,并且观察到良好的匹配。

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