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Magnetic microbubble-mediated ultrasound-MRI registration based on robust optical flow model

机译:基于鲁棒光流模型的磁微气泡介导的超声-MRI配准

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As a dual-modality contrast agent, magnetic microbubbles (MMBs) can not only improve contrast of ultrasound (US) image, but can also serve as a contrast agent of magnetic resonance image (MRI). With the help of MMBs, a new registration method between US image and MRI is presented. In this method, MMBs were used in both ultrasound and magnetic resonance imaging process to enhance the most important information of interest. In order to reduce the influence of the speckle noise to registration, semi-automatic segmentations of US image and MRI were carried out by using active contour model. After that, a robust optical flow model between US image segmentation (floating image) and MRI segmentation (reference image) was built, and the vector flow field was estimated by using the Coarse-to-fine Gaussian pyramid and graduated non-convexity (GNC) schemes. Qualitative and quantitative analyses of multiple group comparison experiments showed that registration results using all methods tested in this paper without MMBs were unsatisfactory. On the contrary, the proposed method combined with MMBs led to the best registration results. The proposed algorithm combined with MMBs contends with larger deformation and performs well not only for local deformation but also for global deformation. The comparison experiments also demonstrated that ultrasound-MRI registration using the above-mentioned method might be a promising method for obtaining more accurate image information.
机译:磁性微泡(MMB)作为双峰型造影剂,不仅可以改善超声(US)图像的对比度,还可以用作磁共振图像(MRI)的造影剂。借助MMB,提出了一种在US图像和MRI之间进行配准的新方法。在这种方法中,MMB用于超声和磁共振成像过程,以增强最重要的关注信息。为了减少斑点噪声对配准的影响,采用主动轮廓模型对US图像和MRI进行了半自动分割。之后,建立了US图像分割(浮动图像)和MRI分割(参考图像)之间的鲁棒光流模型,并使用粗细到高斯金字塔和渐进非凸性(GNC)估计了矢量流场)方案。多组比较实验的定性和定量分析表明,使用本文测试的所有方法在没有MMB的情况下的注册结果均不令人满意。相反,所提出的方法与MMB结合使用可获得最佳的注册结果。所提出的算法与MMBs相结合,具有较大的变形能力,不仅对于局部变形而且对于整体变形也表现良好。比较实验还表明,使用上述方法进行超声-MRI配准可能是获得更准确图像信息的有前途的方法。

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