Three-dimensional multimodal brain warping using the demons algorithm and adaptive intensity corrections

被引:152
作者
Guimond, A
Roche, A
Ayache, N
Meunier, J
机构
[1] INRIA, Projet Epidaure, F-06902 Sophia Antipolis, France
[2] Univ Montreal, Dept Informat & Rech Operat, Montreal, PQ H3C 3J7, Canada
关键词
elastic registration; intensity correction; medical imaging; multimodality; robust estimation;
D O I
10.1109/42.906425
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents an original method for three-dimensional elastic registration of multimodal images. We propose to make use of a scheme that iterates between correcting for intensity differences between images and performing standard monomodal registration. The care of our contribution resides in providing a method that finds the transformation that maps the intensities of one image to those of another, It makes the assumption that there are at most two functional dependencies between the intensities of structures present in the images to register, and relies on robust estimation techniques to evaluate these functions. We provide results showing successful registration between several imaging modalities involving segmentations, T1 magnetic resonance (MR), T2 MR, proton density (PD) MR and computed tomography (CT), We also argue that our intensity modeling mag be more appropriate than mutual information (MI) in the contest of evaluating high-dimensional deformations, as it puts more constraints on the parameters to be estimated and, thus, permits a better search of the parameter space.
引用
收藏
页码:58 / 69
页数:12
相关论文
共 25 条
  • [11] KWAN RKS, LECT NOTES COMPUTER, V1131, P133
  • [12] LAU YH, P INT WORKSH BIOM IM, P137
  • [13] Multimodality image registration by maximization of mutual information
    Maes, F
    Collignon, A
    Vandermeulen, D
    Marchal, G
    Suetens, P
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (02) : 187 - 198
  • [14] MAINTZ JBA, 1998, SPIE P, V338, P114
  • [15] Roche A, 2000, INT J IMAG SYST TECH, V11, P71, DOI 10.1002/(SICI)1098-1098(2000)11:1<71::AID-IMA8>3.0.CO
  • [16] 2-5
  • [17] Roche A, 1999, LECT NOTES COMPUT SC, V1679, P555
  • [18] ROCHE A, 2000, 6 EUR C COMP VIS ECC
  • [19] ROCHE A, LECT NOTES COMPUTER, V1496, P1115
  • [20] Rousseeuw P. J., 2003, ROBUST REGRESSION OU