A local registration approach of medical images with niche genetic algorithm

被引:0
作者
Peng, Wen [1 ,2 ]
Tong, Ruofeng [1 ,2 ]
Qian, Guiping [1 ,2 ]
Dong, Jinxiang [1 ,2 ]
机构
[1] Zhejiang Univ, Inst Artificial Intelligence, Hangzhou 310027, Peoples R China
[2] Zhejiang Univ, CAD & CG, State Key Lab, Hangzhou 310027, Zhejiang, Peoples R China
来源
2006 10TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN, PROCEEDINGS, VOLS 1 AND 2 | 2006年
关键词
medical image registration; landmark; NGA; local;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a local registration approach of medical images with niche genetic algorithm. In our approach, the deformation function is obtained by interpolating discrete point-landmarks using radial basis function with compact support. The locality of deformation function can be conveniently controlled by distributing the point-landmarks into the desired regions; which especially allows us to deal with local changes in medical images. With niche genetic algorithm, the action scope of each point-landmark is optimized to minimize the sum of squared difference of intensity between two images. Experimental results show that the performance of our image registration approach is very promising in controlling the locality of deformation function..
引用
收藏
页码:1099 / 1104
页数:6
相关论文
共 22 条
[1]  
CAN A, 2002, IEEE T PATTERN ANAL, V24
[2]   A new point matching algorithm for non-rigid registration [J].
Chui, HL ;
Rangarajan, A .
COMPUTER VISION AND IMAGE UNDERSTANDING, 2003, 89 (2-3) :114-141
[3]   Medical image analysis: Progress over two decades and the challenges ahead [J].
Duncan, JS ;
Ayache, N .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2000, 22 (01) :85-106
[4]  
FENG Y, 2004, MECH SCI TECHNOLOGY, V23
[5]   Radial basis functions with compact support for elastic registration of medical images [J].
Fornefett, M ;
Rohr, K ;
Stiehl, HS .
IMAGE AND VISION COMPUTING, 2001, 19 (1-2) :87-96
[6]  
GUO G, 2003, CHINESE J COMPUTERS, V26
[7]   Fast parametric elastic image registration [J].
Kybic, J ;
Unser, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2003, 12 (11) :1427-1442
[8]   Unwarping of unidirectionally distorted EPI images [J].
Kybic, J ;
Thévenaz, P ;
Nirkko, A ;
Unser, M .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2000, 19 (02) :80-93
[9]   Deformations incorporating rigid structures [J].
Little, JA ;
Hill, DLG ;
Hawkes, DJ .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1997, 66 (02) :223-232
[10]   Medical image registration using mutual information [J].
Maes, F ;
Vandermeulen, D ;
Suetens, P .
PROCEEDINGS OF THE IEEE, 2003, 91 (10) :1699-1722