Interpolation of vector fields from human cardiac DT-MRI

被引:7
作者
Yang, F. [1 ]
Zhu, Y. M. [1 ]
Rapacchi, S. [1 ]
Luo, J. H. [2 ]
Robini, M. [1 ]
Croisille, P. [1 ]
机构
[1] Univ Lyon 1, INSA Lyon, CREATIS, INSERM,U630,CNRS,UMR 5220, F-69622 Villeurbanne, France
[2] Shanghai Jiao Tong Univ, Coll Life Sci & Technol, Shanghai 200240, Peoples R China
关键词
D O I
10.1088/0031-9155/56/5/013
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
There has recently been increased interest in developing tensor data processing methods for the new medical imaging modality referred to as diffusion tensor magnetic resonance imaging (DT-MRI). This paper proposes a method for interpolating the primary vector fields from human cardiac DT-MRI, with the particularity of achieving interpolation and denoising simultaneously. The method consists of localizing the noise-corrupted vectors using the local statistical properties of vector fields, removing the noise-corrupted vectors and reconstructing them by using the thin plate spline (TPS) model, and finally applying global TPS interpolation to increase the resolution in the spatial domain. Experiments on 17 human hearts show that the proposed method allows us to obtain higher resolution while reducing noise, preserving details and improving direction coherence (DC) of vector fields as well as fiber tracking. Moreover, the proposed method perfectly reconstructs azimuth and elevation angle maps.
引用
收藏
页码:1415 / 1430
页数:16
相关论文
共 25 条
[1]  
[Anonymous], CONSTRUCTIVE THEORY
[2]  
[Anonymous], 2005, J WSCG
[3]  
ARSIGNY V, 2005, 5584 INRIA
[4]   Log-euclidean metrics for fast and simple calculus on diffusion tensors [J].
Arsigny, Vincent ;
Fillard, Pierre ;
Pennec, Xavier ;
Ayache, Nicholas .
MAGNETIC RESONANCE IN MEDICINE, 2006, 56 (02) :411-421
[5]   VECTOR MEDIAN FILTERS [J].
ASTOLA, J ;
HAAVISTO, P ;
NEUVO, Y .
PROCEEDINGS OF THE IEEE, 1990, 78 (04) :678-689
[6]   MR DIFFUSION TENSOR SPECTROSCOPY AND IMAGING [J].
BASSER, PJ ;
MATTIELLO, J ;
LEBIHAN, D .
BIOPHYSICAL JOURNAL, 1994, 66 (01) :259-267
[7]   ESTIMATION OF THE EFFECTIVE SELF-DIFFUSION TENSOR FROM THE NMR SPIN-ECHO [J].
BASSER, PJ ;
MATTIELLO, J ;
LEBIHAN, D .
JOURNAL OF MAGNETIC RESONANCE SERIES B, 1994, 103 (03) :247-254
[8]  
Basser PJ, 2000, MAGNET RESON MED, V44, P41, DOI 10.1002/1522-2594(200007)44:1<41::AID-MRM8>3.0.CO
[9]  
2-O