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National Alliance for Medical Image Computing Utah DTI Research Differential Geometry for DTI analysis Descriptive statistics of DTI.

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Presentation on theme: "National Alliance for Medical Image Computing Utah DTI Research Differential Geometry for DTI analysis Descriptive statistics of DTI."— Presentation transcript:

1 National Alliance for Medical Image Computing http://na-mic.org Utah DTI Research Differential Geometry for DTI analysis Descriptive statistics of DTI Hypothesis testing DTI Interpolation and filtering of DTI

2 National Alliance for Medical Image Computing http://na-mic.org Natural geometry for tensor analysis Enforces positive eigenvalues Basis for statistics, interpolation, and processing Space of 2x2 tensors: Curved Tensor Geometry

3 National Alliance for Medical Image Computing http://na-mic.org Descriptive Statistics Averages and Modes of Variation Preserves natural properties –Positive eigenvalues –Tensor Orientation –Tensor Size (determinant) Prototype implemented in ITK

4 National Alliance for Medical Image Computing http://na-mic.org Hypothesis Testing Tests differences in diffusion tensors from two groups Uses full six-dimensional information from tensors Prototype implemented in ITK Upcoming IPMI submission

5 National Alliance for Medical Image Computing http://na-mic.org Interpolation and Filtering Interpolation of tensors –Based on weighted averages in curved geometry Filtering –Anisotropic filtering based on curved geometry Implementation in progress

6 National Alliance for Medical Image Computing http://na-mic.org StatisticsProcessing Software TensorGeometry LinearGeometry CurvedGeometry Other? DescriptiveStats TensorGeometry HypothesisTests TensorGeometry Interpolation TensorGeometry Filtering TensorGeometry Different tensor geometries can be defined Each package can swap in/out different geometries

7 National Alliance for Medical Image Computing http://na-mic.org Future Work (6 months) Further develop tensor statistics—make publicly available Build prototypes of tensor filtering and interpolation Continue research into DTI hypothesis testing –Methods –Exploratory Experiments


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