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SYSTEM AND METHOD FOR INTENSITY INHOMOGENEOUS IMAGE SEGMENTATION

机译:强度不均匀图像分割的系统和方法

摘要

The present disclosure relates to a computerized method for segmenting an intensity inhomogeneous image. The method comprises: identifying a region of interest (ROI) to be segmented in the image; determining a polynomial representation of the intensity of the ROI using a set of polynomials; determining a sparse shape representation of the ROI based on a sparse combination of a set of training shapes associated with the ROI; generating a segmentation model from the polynomial representation and the sparse shape representation; and minimizing an energy functional of the segmentation model for segmenting the ROI in the image. The segmentation model may include contour deformation, wherein the ROI in the polynomial representation is deformed according to the sparse shape representation.
机译:本公开涉及一种用于分割强度不均匀图像的计算机化方法。该方法包括:识别将在图像中被分割的感兴趣区域(ROI);以及使用一组多项式确定ROI强度的多项式表示;基于与ROI相关联的一组训练形状的稀疏组合,确定ROI的稀疏形状表示;根据多项式表示和稀疏形状表示生成分割模型;并最小化用于分割图像中的ROI的分割模型的能量函数。分割模型可以包括轮廓变形,其中多项式表示中的ROI根据稀疏形状表示而变形。

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