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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Babalola, K.O. Cootes, T.F. |
| Copyright Year | 2006 |
| Description | Author affiliation: Imaging Sci. & Biomedical Eng., Manchester Univ. (Babalola, K.O.; Cootes, T.F.) |
| Abstract | We propose a method of registering 3D images in which many regions have been segmented and labelled. Images in which some regions have been labelled can be registered by generating a vector valued image with a number of planes, one for each individual label class, and applying registration algorithms to the multi-plane images. However, when there are many labels such an approach can lead to impractically large images. We demonstrate that good results can be obtained by mapping each label value to a vector in a low dimensional space and applying a multi-plane registration algorithm to the resulting vector image. For the approach to work well, the vectors used for each label should be well separated, and chosen in such a way that there is minimal confusion between them. We demonstrate the method by using it to construct statistical shape models by applying a groupwise alignment method to a set of richly labelled 3D brain images |
| Starting Page | 868 |
| Ending Page | 871 |
| File Size | 358487 |
| Page Count | 4 |
| File Format | |
| ISBN | 078039576X |
| DOI | 10.1109/ISBI.2006.1625056 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2006-04-06 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Image segmentation Biomedical imaging Biomedical engineering Brain modeling Interference Convergence Active shape model Mutual information Cost function |
| Content Type | Text |
| Resource Type | Article |
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