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Non-uniformity correction using cosine functions basis and total variation constraint

机译:使用余弦函数基础和总变化约束进行非均匀性校正

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In this paper we introduce a new non-uniformity correction technique for receiver dependent intensity fluctuations in NMR images. Our method was designed for lower limb images, particularly those acquired in the context of muscular dystrophy studies . The new approach was motivated by the fact that in pathological cases we cannot make assumption about the characteristics of the various tissues in the image, which is a prerequisite and a main limitation for the numerous techniques proposed in the literature. In this work we considered a parametric model for the non-uniformity field based on combination of cosine functions. The estimation of the parameters was done by minimizing a cost function that reduces the variance in the subcutaneous fat as well as the total variation of the non-uniformity function. Experimental results were promising and showed the efficiency of the proposed approach.
机译:在本文中,我们介绍了一种新的非均匀性校正技术,用于核磁共振图像中与接收器有关的强度波动。我们的方法专为下肢图像而设计,尤其是在肌营养不良研究的背景下获得的图像。这种新方法的动机是,在病理情况下我们无法对图像中各种组织的特征做出假设,这是文献中提出的众多技术的前提和主要限制。在这项工作中,我们考虑了基于余弦函数组合的非均匀性场的参数模型。通过最小化降低皮下脂肪变化以及非均匀性函数总变化的成本函数来完成参数的估计。实验结果令人鼓舞,并表明了该方法的有效性。

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