超声和多模态图像配准的混合优化

M. Wachowiak, R. Smolíková, Adel Said Elmaghraby
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引用次数: 9

摘要

相似性指标的优化是许多生物医学图像配准应用的重要组成部分,它极大地影响了配准结果。优化方法的选择取决于所注册的模态、相似函数的特征和可用的计算资源。本文讨论了二维和三维刚体内和多模态超声配准的优化方法。比较了随机技术和直接技术的互信息和相关比函数。提出了一种基于禁忌搜索的直接/随机混合算法。可视化和实验结果表明了这种方法的有效性。结果还表明,禁忌混合技术在准确性和函数评估次数方面优于传统技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Hybrid optimization for ultrasound and multimodal image registration
Optimization of similarity metrics is an important component of many biomedical image registration applications that greatly affects registration outcome. Selection of an optimization approach is dependent on the modalities being registered, the characteristics of the similarity function, and available computational resources. This paper addresses optimization approaches for 2D and 3D rigid body intra- and multimodal ultrasound registration. Stochastic and direct techniques are compared for mutual information and correlation ratio functions. A new direct/stochastic hybrid approach based on the tabu search is also proposed. Visualization and experimental results suggest the usefulness of such an approach. Results also show that the tabu hybrid technique compares favorably with traditional techniques, based on accuracy and number of function evaluations.
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