Title :
Multimodal Medical Image Visualization Based on Mutual Information and Direct Multimodal Volume Rendering
Author :
Jin, Zhaoyang ; Xue, Anke ; Xue, Lingyun ; Wang, Jianzhong
Abstract :
Effective registration and rendering methods for multimodal 2D and 3D medical image visualization in various clinical applications are investigated. The proposed registration method was developed from the well-known fact in information theory that the mutual information (MI) is maximal when two images are geometrically aligned. The optimization of weighted average rendering (OWAR) and the direct multimodal volume rendering (DMVR) were proposed for 2D and 3D medical image visualization respectively. It was shown that MI criteria and DMVR suffered from the disadvantage of long time consumption although they can be applied automatically without any prior segmentation. For this reason, the multi-resolution optimization algorithm was used to decrease the computational complexity. Finally the proposed methods are examined by several numerical examples. The CT-MR and CT-PET image pairs were two-dimensionally visualized using the registration with MI criterion and the OWAR method. 256times256times225 CT and 256times256times167 MR volume data were three-dimensionally visualized using the DMVR method. The results demonstrate that OWAR method provides better display information and multi-resolution method reduces the processing time
Keywords :
data visualisation; image registration; medical computing; medical image processing; rendering (computer graphics); solid modelling; stereo image processing; 2D medical image; 3D medical image; direct multimodal volume rendering; image registration; information theory; multimodal medical image visualization; multiresolution optimization; mutual information; weighted average rendering optimization; Biomedical imaging; Computational complexity; Computed tomography; Data visualization; Image segmentation; Information theory; Medical diagnostic imaging; Mutual information; Rendering (computer graphics); Spatial resolution; Direct Multimodal Volume Rendering; Multi Resolution Optimization; Mutual Information; Optimization of Weighted Average Rendering Method;
Conference_Titel :
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Conference_Location :
Dalian
Print_ISBN :
1-4244-0332-4
DOI :
10.1109/WCICA.2006.1713916