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Echocardiogram view classification using edge filtered scale-invariant motion features

机译:使用边缘滤波的尺度不变运动特征的超声心动图视图分类

摘要

According to one embodiment of the present invention, a method for echocardiogram view classification is provided. According to one embodiment of the present invention, a method comprises: obtaining a plurality of video images of a subject; aligning the plurality images; using the aligned images to generate a motion magnitude image; filtering the motion magnitude image using an edge map on image intensity; detecting features on the motion magnitude image, retaining only those features which lie in the neighborhood of intensity edges; encoding the remaining features by generating, x, y image coordinates, a motion magnitude histogram in a window around the feature point, and a histogram of intensity values near the feature point; and using the encoded features to classify the video images of the subject into a predetermined classification.
机译:根据本发明的一个实施例,提供了一种用于超声心动图视图分类的方法。根据本发明的一个实施例,一种方法包括:获得对象的多个视频图像;以及获得对象的多个视频图像。对齐多个图像;使用对准的图像来生成运动幅度图像;使用关于图像强度的边缘图对运动幅值图像进行滤波;检测运动幅值图像上的特征,仅保留那些位于强度边缘附近的特征;通过生成x,y图像坐标,特征点周围的窗口中的运动幅度直方图以及特征点附近的强度值直方图,对其余特征进行编码;使用编码的特征将对象的视频图像分类为预定分类。

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