학술논문

Voxel based nonrigid image registration using local and partial volume similarity measures
Document Type
Conference
Source
2010 IEEE International Symposium on Biomedical Imaging: From Nano to Macro Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on. :348-351 Apr, 2010
Subject
Bioengineering
Communication, Networking and Broadcast Technologies
Computing and Processing
Image registration
Volume measurement
Mutual information
Pressure measurement
Biomedical imaging
Measurement standards
Histograms
Interpolation
Image databases
voxel-based similarity measure
nonrigid registration
mutual information
Language
ISSN
1945-7928
1945-8452
Abstract
Recently, different approaches have emerged for voxel based nonrigid image registration using local instead of global similarity measures. Benefits are more accurate registration or the ability to subdivide the global similarity in local contributions. Within this article, we provide a general method to localise similarity measures using overlapping regions. Moreover, we extend the concept of partial volume estimation, introduced for mutual information (MI), to other similarity measures. We compare local and global sum of squared differences (SSD), cross correlation (CC) and MI for different sizes of the local regions. In general, local MI gives the highest accuracy, even for image pairs of the same modality. Partial volume estimation slightly improves the accuracy for local measures; the improvement is more pronounced for label images.