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用于三维徒手超声成像的MMSE重建

MMSE reconstruction for 3D freehand ultrasound imaging.

作者信息

Huang Wei, Zheng Yibin

机构信息

Department of Electrical and Computer Engineering, University of Virginia, Charlottesville, VA 22904, USA.

出版信息

Int J Biomed Imaging. 2008;2008:274164. doi: 10.1155/2008/274164.

Abstract

The reconstruction of 3D ultrasound (US) images from mechanically registered, but otherwise irregularly positioned, B-scan slices is of great interest in image guided therapy procedures. Conventional 3D ultrasound algorithms have low computational complexity, but the reconstructed volume suffers from severe speckle contamination. Furthermore, the current method cannot reconstruct uniform high-resolution data from several low-resolution B-scans. In this paper, the minimum mean-squared error (MMSE) method is applied to 3D ultrasound reconstruction. Data redundancies due to overlapping samples as well as correlation of the target and speckle are naturally accounted for in the MMSE reconstruction algorithm. Thus, the reconstruction process unifies the interpolation and spatial compounding. Simulation results for synthetic US images are presented to demonstrate the excellent reconstruction.

摘要

从机械配准但位置不规则的B扫描切片重建三维超声(US)图像在图像引导治疗程序中具有重要意义。传统的三维超声算法计算复杂度低,但重建的体积受到严重的斑点污染。此外,当前方法无法从多个低分辨率B扫描重建均匀的高分辨率数据。本文将最小均方误差(MMSE)方法应用于三维超声重建。MMSE重建算法自然地考虑了由于重叠样本以及目标与斑点的相关性而产生的数据冗余。因此,重建过程统一了插值和空间复合。给出了合成超声图像的模拟结果,以证明出色的重建效果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a195/2276701/6650f6c14e62/IJBI2008-274164.001.jpg

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