使用基于内容的网格和上下文的MR图像编码

R. Srikanth, A. G. Ramakrishnan
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引用次数: 6

摘要

现有的三维磁共振(MR)图像方案,如块匹配法和均匀网格方案,由于网格单元内的变形可能不完全相似,因此不足以模拟MR序列的运动场。我们提出了一种方案,包括(a)基于内容的网格生成,使用两个连续图像之间的光流;(b)向前运动跟踪;(c)使用仿射变换的运动补偿;(d)基于上下文的建模。我们还提出了一种简单的方案来克服边缘处的孔径问题,其中无法准确估计运动矢量。通过使用基于上下文的建模,运动补偿可以更好地估计下一帧,从而降低残差的熵。得到的平均压缩比为4.3,优于现有基于均匀网格的帧间编码方案的4和3。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MR image coding using content-based mesh and context
Existing schemes for 3-D magnetic resonance (MR) images, such as block matching method and uniform mesh-based scheme, are inadequate to model the motion field of MR sequence because deformation within a mesh element may not all be similar. We propose a scheme consisting of (a) content-based mesh generation using optic flow between two consecutive images (b) forward motion tracking (c) motion compensation using affine transformation and (d) context-based modeling. We also propose a simple scheme to overcome aperture problem at edges where an accurate estimation of motion vectors is not possible. By using context-based modeling, motion compensation yields a better estimate of the next frame and hence a lower entropy of the residue. The obtained average compression ratio of 4.3 is better than the values of 4, achieved by CALIC, and 3, by the existing uniform mesh-based interframe coding scheme.
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