Robust midsagittal plane extraction from normal and pathological 3-D neuroradiology images

被引:94
作者
Liu, YX
Collins, RT
Rothfus, WE
机构
[1] Carnegie Mellon Univ, Inst Robot, Pittsburgh, PA 15213 USA
[2] Univ Pittsburgh, Med Ctr, Div Neuroradiol, Dept Radiol, Pittsburgh, PA 15213 USA
关键词
medical image analysis; midsagittal plane; pathological neural image analysis; robust estimation; symmetry detection;
D O I
10.1109/42.918469
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper focuses on extracting the ideal midsagittal plane (iMSP) from three-dimensional (3-D) normal and pathological neuroimages, The main challenges in this work are the structural asymmetry that mag exist in pathological brains, and the anisotropic, unevenly sampled image data that is common in clinical practice. We present an edge-based, cross-correlation approach that decomposes the plane fitting problem into discovery of two-dimensional symmetry axes on each slice, followed by a robust estimation of plane parameters. The algorithm's tolerance to brain asymmetries, input image offsets and image noise is quantitatively evaluated. We find that the algorithm can extract the iMSP from input 3-D images with 1) large asymmetrical lesions; 2) arbitrary initial rotation offsets; 3) low signal-to-noise ratio or high bias field. The iMSP algorithm is compared with an approach based on maximization of mutual information registration, and is found to exhibit superior performance under adverse conditions. Finally, no statistically significant difference is found between the midsagittal plane computed by the iMSP algorithm and that estimated by two trained neuroradiologists.
引用
收藏
页码:175 / 192
页数:18
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