A comparison of two similarity measures in intensity-based ultrasound image registration

Shuang Gao, Yang Xiao, Shaohai Hu
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引用次数: 3

Abstract

We investigate two registration methods for ultrasound image relying on the intensity-based similarity measure. In the first method intensity information is given by feature points which have been extracted by using Harris corner detector. The registration similarity measure is then defined as a cost-function - error cost function. In the latter method we use the same cost-function, but the uniqueness control and region correspondence are not uniform with the first method. Given this similarity measure, parametric ultrasound image registration is stated as a minimization issue. We even exploit the polynomial technique to transform the whole image dataset and estimate the sum of square error in the first measure. The result indicates that the two methods are robust and of the order of our requirements, but the latter measure outperforms the first one.
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基于强度的超声图像配准中两种相似性度量的比较
研究了两种基于强度相似度的超声图像配准方法。在第一种方法中,强度信息由哈里斯角点检测器提取的特征点给出。然后将配准相似度度量定义为代价函数-错误代价函数。在后一种方法中,我们使用了相同的代价函数,但唯一性控制和区域对应性与第一种方法不一致。鉴于这种相似性度量,参数超声图像配准被认为是最小化问题。我们甚至利用多项式技术对整个图像数据集进行变换,并在第一次测量中估计平方和误差。结果表明,两种方法都具有较强的鲁棒性,符合我们的要求,但后一种方法的性能优于前一种方法。
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