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
  • [1] [Anonymous], 1995, Fast non-rigid matching of 3D medical images
  • [2] REGISTRATION OF LOW RESOLUTION MEDICAL IMAGES
    BARBER, DC
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 1992, 37 (07) : 1485 - 1498
  • [3] Deformable templates using large deformation kinematics
    Christensen, GE
    Rabbitt, RD
    Miller, MI
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (10) : 1435 - 1447
  • [4] COCOSCO CA, NEUROIMAGE, V5, pS425
  • [5] Design and construction of a realistic digital brain phantom
    Collins, DL
    Zijdenbos, AP
    Kollokian, V
    Sled, JG
    Kabani, NJ
    Holmes, CJ
    Evans, AC
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 1998, 17 (03) : 463 - 468
  • [6] Extension of the ICP algorithm to nonrigid intensity-based registration of 3D volumes
    Feldmar, J
    Declerck, J
    Malandain, G
    Ayache, N
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 1997, 66 (02) : 193 - 206
  • [7] CHARACTERIZING DYNAMIC BRAIN RESPONSES WITH FMRI - A MULTIVARIATE APPROACH
    FRISTON, KJ
    FRITH, CD
    FRACKOWIAK, RSJ
    TURNER, R
    [J]. NEUROIMAGE, 1995, 2 (02) : 166 - 172
  • [8] Gaens T, 1998, LECT NOTES COMPUT SC, V1496, P1099, DOI 10.1007/BFb0056299
  • [9] GUIMOND A, 1998, MULTIMODAL BRAIN WAR
  • [10] HELLIER P, LECT NOTES COMPUTER, V1679, P680