Normalized similarity measures for medical image registration

被引:16
作者
Bardera, A [1 ]
Feixas, M [1 ]
Boada, I [1 ]
机构
[1] Univ Girona, Inst Informat & Aplicac, Girona 17071, Spain
来源
MEDICAL IMAGING 2004: IMAGE PROCESSING, PTS 1-3 | 2004年 / 5370卷
关键词
multi-modal registration; generalized entropies; Jensen's difference; information theory; mutual information; similarity measures;
D O I
10.1117/12.536106
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Two new similarity measures for rigid image registration, based on the normalization of Jensen's difference applied to Renyi and Tsallis-Havrda-Charvat entropies, are introduced. One measure is normalized by the first terra of Jensen's difference, which in our proposal coincides with the marginal entropy, and the other by the joint entropy. These measures can be, seen as ail extension of two measures successfully applied in medical image registration: the mutual information and the normalized mutual information. Experiments with various registration modalities show that the new similarity measures are more robust than the normalized mutual information for some modalities and a. determined range of the entropy parameter. Also; a. certain improvement oil accuracy can be obtained for a different range of this parameter.
引用
收藏
页码:108 / 118
页数:11
相关论文
共 19 条
[1]   ON THE CONVEXITY OF SOME DIVERGENCE MEASURES BASED ON ENTROPY FUNCTIONS [J].
BURBEA, J ;
RAO, CR .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1982, 28 (03) :489-495
[2]   Multi-modal medical image registration: From information theory to optimization objective [J].
Butz, T ;
Cuisenaire, O ;
Thiran, JP .
DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, :407-414
[3]  
Capek M, 2001, MEDICON 2001: PROCEEDINGS OF THE INTERNATIONAL FEDERATION FOR MEDICAL & BIOLOGICAL ENGINEERING, PTS 1 AND 2, P515
[4]  
COLLIGNON A, 1995, LECT NOTES COMPUTER, V905, P195
[5]  
Cover TM., 1991, WILEY SERIES TELECOM, P63
[6]   General and efficient multisplitting of numerical attributes [J].
Elomaa, T ;
Rousu, J .
MACHINE LEARNING, 1999, 36 (03) :201-244
[7]   A generalized divergence measure for robust image registration [J].
He, Y ;
Hamza, AB ;
Krim, H .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (05) :1211-1220
[8]   Medical image registration [J].
Hill, DLG ;
Batchelor, PG ;
Holden, M ;
Hawkes, DJ .
PHYSICS IN MEDICINE AND BIOLOGY, 2001, 46 (03) :R1-R45
[9]  
LI M, 2003, P 14 ACM SIAM S DEC, P1889
[10]   Multimodality image registration by maximization of mutual information [J].
Maes, F ;
Collignon, A ;
Vandermeulen, D ;
Marchal, G ;
Suetens, P .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (02) :187-198