Automatic registration of 3D images of the brain based on fuzzy objects

Multimodal fuzzy voxel labeling is presented as the basis for a new image registration criterion. The corresponding registration system's architecture performs an iterative calculation of the labeling and the registration process simultaneously, while most other registration systems perform segmentation and iterative estimation of registration parameters sequentially. It will be argued that its application leads to more automated and more accurate registration solutions than does e.g. the use of typical surface based registration systems. In order to support the arguments raised we have performed a case study using both 2D MR software phantom image, and 2D and 3D MR/CT image data. In this case study we looked at the behaviour of maximum likelihood voxel labeling as the simplest instantiation of a fuzzy voxel labeling algorithm. However, the architecture is open to integration of more general multimodal fuzzy voxel labeling algorithms.

[1]  Robert J. Maciunas,et al.  Registration of multimodal volume head images via attached markers , 1992, Medical Imaging.

[2]  Charles W. Bachman A Personal Chronicle: Creating Better Information Systems, with Some Guiding Principles , 1989, IEEE Trans. Knowl. Data Eng..

[3]  Alan Liu,et al.  The multiscale medial axis and its applications in image registration , 1994, Pattern Recognit. Lett..

[4]  M. H. Kuhn Multimodality Image Analysis for COmputer Vision in RAdiology - Status of the COVIRA Project - , 1993, Proceedings. The Third International Conference on Image Management and Communication in Patient Care.

[5]  Vincent Frouin,et al.  Nonsupervised 3D registration of PET and MRI data using chamfer matching , 1992, IEEE Conference on Nuclear Science Symposium and Medical Imaging.

[6]  Richard A. Robb,et al.  New approach to 3-D registration of multimodality medical images by surface matching , 1992, Other Conferences.

[7]  C. Pelizzari,et al.  Accurate Three‐Dimensional Registration of CT, PET, and/or MR Images of the Brain , 1989, Journal of computer assisted tomography.

[8]  Isak Gath,et al.  Unsupervised Optimal Fuzzy Clustering , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[9]  Ulf Tiede,et al.  Interactive 3D Registration of Image Volumes from Different Sources , 1989 .

[10]  David J. Hawkes,et al.  A Strategy for Automated Multimodality Image Registration Incorporating Anatomical Knowledge and Imager Characteristics , 1993, IPMI.

[11]  J. Fitzpatrick,et al.  Estimation of accuracy in localizing externally attached markers in multimodal volume head images , 1993 .

[12]  Guy Marchal,et al.  Surface-based registration of 3D medical images , 1993 .

[13]  L R Schad,et al.  Three dimensional image correlation of CT, MR, and PET studies in radiotherapy treatment planning of brain tumors. , 1987, Journal of computer assisted tomography.