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A New Image Registration Technique with Free Boundary Constraints: Application to Mammography

机译:具有自由边界约束的新型图像配准技术:应用于乳房X光检查

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In this paper, a new image-matching matchematical model is presented for the mammogram registration. In a variational framework, an energy minimization problem is formulated and a multigrid resolution algorithm is designed. The model focuses on the matching of regions of interest. It also combines several constraints which are both intensity and segmentation based. A new feature of our model is combining region matching and segmentation by formulation of the energy minimization problem with free boundary conditions. Moreover, the energy has a new registration constraint. The performances of models with and without free boundary are compared on a simulated mammogram pair. It is shown that the new model with free boundary is more robust to initialization inaccuracies than the one without. The interest of the new model for the real mammogram registration is also illustrated.
机译:本文介绍了一种新的图像匹配的比赛模型,用于乳房X线照片注册。在变分框架中,设计了能量最小化问题,并设计了多国集分辨率算法。该模型侧重于感兴趣的区域的匹配。它还结合了几个基于强度和分割的约束。我们模型的一个新特征是通过使用自由边界条件的能量最小化问题来组合区域匹配和分割。此外,能量具有新的注册约束。比较模拟乳房X锤对的模型与没有自由边界的模型的性能。结果表明,具有自由边界的新模型对初始化不准确的更强大而不是没有。还说明了真实乳房X线图注册的新模型的兴趣。

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