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Symmetric inverse consistent nonlinear registration driven by mutual information.

机译:互信息驱动的对称逆一致非线性配准。

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摘要

A nonlinear viscoelastic image registration algorithm based on the demons paradigm and incorporating inverse consistent constraint (ICC) is implemented. An inverse consistent and symmetric cost function using mutual information (MI) as a similarity measure is employed. The cost function also includes regularization of transformation and inverse consistent error (ICE). The uncertainties in balancing various terms in the cost function are avoided by alternatively minimizing the similarity measure, the regularization of the transformation, and the ICE terms. The diffeomorphism of registration for preventing folding and/or tearing in the deformation is achieved by the composition scheme. The quality of image registration is first demonstrated by constructing brain atlas from 20 adult brains (age range 30-60). It is shown that with this registration technique: (1) the Jacobian determinant is positive for all voxels and (2) the average ICE is around 0.004 voxels with a maximum value below 0.1 voxels. Further, the deformation-based segmentation on Internet Brain Segmentation Repository, a publicly available dataset, has yielded high Dice similarity index (DSI) of 94.7% for the cerebellum and 74.7% for the hippocampus, attesting to the quality of our registration method.
机译:实现了基于恶魔范例并结合逆一致约束(ICC)的非线性粘弹性图像配准算法。采用使用互信息(MI)作为相似性度量的逆一致和对称成本函数。成本函数还包括变换的正则化和逆一致性误差(ICE)。通过替代性地最小化相似性度量,变换的正则化和ICE项,可以避免平衡成本函数中各种项的不确定性。通过合成方案实现了用于防止变形中的折叠和/或撕裂的配准微晶。图像配准的质量首先通过从20个成人大脑(年龄范围30-60)构建大脑图谱来证明。结果表明,使用这种配准技术:(1)所有体素的Jacobian行列式均为正,(2)ICE的平均值约为0.004体素,最大值低于0.1体素。此外,可公开获取的数据集“ Internet脑部分割存储库”上基于变形的分割已产生了高的Dice相似度指数(DSI),小脑为94.7%,海马为74.7%,这证明了我们注册方法的质量。

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