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首页> 外文期刊>Optik: Zeitschrift fur Licht- und Elektronenoptik: = Journal for Light-and Electronoptic >Active contours driven by local and global intensity fitting energies based on local entropy
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Active contours driven by local and global intensity fitting energies based on local entropy

机译:基于局部熵的局部和全局强度拟合能量驱动的主动轮廓

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摘要

This paper proposes an improved region-based active contour model. A novel region-scalable fitting energy term which based on the local entropy deriving from a grey level distribution of image is defined. Simultaneously, an intensity fitting term that drives the motion of the active contour globally is added to the energy. The combination of these two terms is then incorporated into a variational level set formulation with two extra regularization terms that are necessary for accurate computation in the corresponding level set method. The resulting evolution of the level set function is the gradient flow that minimizes the overall energy functional. The proposed method has been tested on synthetic and real images, and the experiment results show that our method is efficient and robust for segmenting images with noisy and intensity inhomogeneity. (C) 2015 Elsevier GmbH. All rights reserved.
机译:本文提出了一种改进的基于区域的主动轮廓模型。定义了一种新的区域可缩放拟合能量项,它基于图像灰度分布的局部熵。同时,将全局驱动活动轮廓运动的强度拟合项添加到能量中。然后将这两个项的组合并入具有两个额外的正则化项的变体水平集公式中,这对于在相应的水平集方法中进行精确计算是必需的。水平集函数的最终演化是使总能量函数最小化的梯度流。该方法已经在合成图像和真实图像上进行了测试,实验结果表明,该方法对噪声和强度不均匀的图像分割具有较高的鲁棒性。 (C)2015 Elsevier GmbH。版权所有。

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