Manifolds in Medical Imaging: Metrics, Learning and Beyond (MICCAI 2008 Workshop)
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| Construction of Statistical Shape Models from Minimal Deformations |  |
Zikic D., Glocker B., Sass Hansen M., Khamene A., Navab N. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Simultaneous Manifold Learning and Clustering: Grouping White Matter Fiber Tracts Using a Volumetric White Matter Atlas | |
Wassermann D., Deriche R. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| The Labeling of Cortical Sulci using Multidimensional Scaling | |
Mani M., Srivastava A., Barillot C. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Morphological Appearance Manifolds in Computational Anatomy: Groupwise Registration and Morphological Analysis | |
Lian N., Davatzikos C. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Combinatorial Ricci Curvature for Image Processing | |
Saucan E., Appleboim E., Wolansky G., Zeevi Y. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| On What Manifold do Diffusion Tensors Live? | |
Pasternak O., Verma R., Sochen N., Basser P.J. | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||
In modern medical image data, manifolds arise at varying scales. At one extreme, complete 3D data sets lie along manifolds parameterized by (for example) patient breathing and heartbeat patterns, or by confounding variables such as parameters or templates used in an image warping algorithm. At the other extreme, measurements taken at each voxel in multi-parametric MR images lie along locally defined manifolds that reflect nonlinear relationships among various MRI measurements on a voxel.
Discovering, visualizing and exploiting the structure of these manifolds supports the ability to select image-derived attributes that are informed by the structure of the underlying manifold. This offers fundamentally new tools for image registration, segmentation, visualization, reconstruction, and classification of data volumes. This collection brings together research in computer science, applied mathematics, statistics and medical imaging.
Organizers / Associate Editors:
Robert Pless, Washington University in St. Louis
Christos Davatzikos, University of Pennsylvania
This issue was created the 09-11-2008, the paperdue date is 09-13-2008, the decision date is 09-13-2008, the publication date is 09-13-2008
