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Region-based Segmentation Using a Simulated Charged Fluid

机译:使用模拟带电流体的基于区域的分割

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A computer simulation of a Charged Fluid was developed to segment objects in medical images. A Charged Fluid conceptually consists of charged particles, each of which exerts a repelling electric force upon the others. In our approach, we treat the image gradients as potential wells where a simulated Charged Fluid flows through. The evolution of a Charged Fluid consists of two different procedures. One allows Charged Fluid elements to advance toward new positions in the simulation along the direction of their total effective forces. The other allows Charged Fluid elements to flow along the contour until an electrostatic equilibrium is achieved. The procedure is repeated until all Charged Fluid elements reside on the boundaries of objects being segmented. Preliminary segmentation results were obtained using this new technique to segment irregular objects in medical images.
机译:开发了带电流体的计算机模拟,以分割医学图像中的对象。带电流体从概念上讲由带电粒子组成,每个粒子对彼此施加排斥力。在我们的方法中,我们将图像梯度视为模拟的带电流体流过的潜在井。带电流体的演化包括两个不同的过程。一种方法是使带电流体单元沿着其总有效力的方向向模拟中的新位置前进。另一个允许带电流体元素沿着轮廓流动,直到达到静电平衡为止。重复该过程,直到所有带电流体元素都位于要分割的对象的边界上。使用该新技术对医学图像中的不规则对象进行了分割,获得了初步的分割结果。

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