Comparison and evaluation of rigid and non-rigid registration of breast MR images

被引:12
|
作者
Rueckert, D [1 ]
Sonoda, LI [1 ]
Denton, E [1 ]
Rankin, S [1 ]
Hayes, C [1 ]
Leach, MO [1 ]
Hill, D [1 ]
Hawkes, DJ [1 ]
机构
[1] Guys Hosp, Guys Kings & St Thomas Sch Med, Div Radiol Sci & Med Engn, London SE1 9RT, England
关键词
registration; non-rigid registration; free-form deformation; normalised mutual information; MR mammography;
D O I
10.1117/12.348637
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
In this paper we present a new approach for the non-rigid registration of contrast-enhanced breast MRI. A hierarchical transformation model of the motion of the breast has been developed: The global motion of the breast is modelled by an affine transformation while the local breast motion is described by a free-form deformation (FFD) based on B-splines. Normalised mutual information is used as a voxel-based similarity measure which is insensitive to intensity changes as the result of the contrast enhancement. Registration is achieved by minimising a cost function which represents a combination of the cost associated with the smoothness of the transformation and the cost associated with the image similarity. The algorithm has been applied to the fully automated registration of 3D breast MRI in volunteers and patients. in particular, We have compared the results of the proposed non-rigid registration algorithm to those obtained using rigid and affine registration techniques. The results clearly indicate that the non-rigid registration algorithm is much better able to recover the motion and deformation of the breast than rigid or affine registration algorithms.
引用
收藏
页码:78 / 88
页数:11
相关论文
共 50 条
  • [1] A non-rigid registration algorithm for dynamic breast MR images
    Hayton, PM
    Brady, M
    Smith, SM
    Moore, N
    [J]. ARTIFICIAL INTELLIGENCE, 1999, 114 (1-2) : 125 - 156
  • [2] Non-rigid registration of breast MR images using mutual information
    Rueckert, D
    Hayes, C
    Studholme, C
    Summers, P
    Leach, M
    Hawkes, DJ
    [J]. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI'98, 1998, 1496 : 1144 - 1152
  • [3] Non-rigid registration for colorectal cancer MR images
    Bond, SL
    Brady, JM
    [J]. COMPUTER VISION FOR BIOMEDICAL IMAGE APPLICATIONS, PROCEEDINGS, 2005, 3765 : 399 - 408
  • [4] Automatic non-rigid registration of MR and PET images
    Lee, JK
    Kim, JS
    Kim, JS
    Kim, IY
    Kim, SI
    [J]. MEDICAL IMAGING: 2001: IMAGE PROCESSING, PTS 1-3, 2001, 4322 : 1621 - 1627
  • [5] Non-rigid registration of diffusion tensor MR images
    Gee, JC
    Alexander, DC
    Rivera, M
    Duda, JT
    [J]. 2002 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, PROCEEDINGS, 2002, : 477 - 480
  • [6] Comparison and evaluation of rigid, affine, and nonrigid registration of breast MR images
    Denton, ERE
    Sonoda, LI
    Rueckert, D
    Rankin, SC
    Hayes, C
    Leach, MO
    Hill, DLG
    Hawkes, DJ
    [J]. JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1999, 23 (05) : 800 - 805
  • [7] Non-Rigid Registration of Breast Images Using Feature Points
    Zhang, Weiwei
    Wessel, Carolina
    Ho, Candy P. S.
    Brady, Michael
    [J]. 2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 4387 - 4390
  • [8] Lung biomechanics via non-rigid registration of serial MR images
    Hatabu, H
    Ohno, Y
    Uematsu, H
    Oshio, K
    Gefter, WB
    Gee, JC
    [J]. RADIOLOGY, 2001, 221 : 630 - 630
  • [9] Rigid and Non-rigid Registration Algorithm Evaluation in MRI for Breast Cancer Therapy Monitoring
    Bzowski, Pawel
    Danch-Wierzchowska, Marta
    Psiuk-Maksymowicz, Krzysztof
    Panek, Rafal
    Borys, Damian
    [J]. INFORMATION TECHNOLOGY IN BIOMEDICINE (ITIB 2018), 2019, 762 : 150 - 159
  • [10] Determination of aortic distensibility using non-rigid registration of Cine MR images
    Lorenzo-Valdés, M
    Sanchez-Ortiz, GI
    Bogren, H
    Mohiaddin, R
    Rueckert, D
    [J]. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2004, PT 1, PROCEEDINGS, 2004, 3216 : 754 - 762