Resolution enhancement of diffusion imaging biomarkers in magnetic resonance imaging
Resolution is enhanced for diffusion MR imaging. The tensors modeling the underlying water diffusion in brain tissues are used to interpolate other diffusion tensors, providing higher resolution diffusion biomarker images. Each diffusion tensor is represented by a pair of elements, the one in an ‘orientation space’ and another in a ‘shape space.’ The tensors are iteratively interpolated by averaging the aforementioned elements in separate mathematical spaces. The weighted average of the shape components of the diffusion tensors is computed in closed form, which decreases the runtime.
1. In a non-transitory computer readable storage medium, having stored therein data representing instructions executable by a programmed processor for resolution enhancement of diffusion imaging, the storage medium comprising instructions for:
solving for second diffusion tensors representing diffusion of water in the brain at locations between first diffusion tensors previously computed by a magnetic resonance system, where solving comprises averaging the first diffusion tensors in a shape space and in an orientation space;
determining a biomarker image from the first diffusion tensors and second diffusion tensors, the biomarker image having values for the locations not obtained by the magnetic resonance imager; and
displaying the biomarker image on a display.
2. The non-transitory computer readable storage medium of claim 1 wherein solving comprises creating a higher-resolution image of the first and second tensors by interpolating the first diffusion tensors, and wherein determining comprises determining fractional anisotropy as a biomarker for the biomarker image.
3. The non-transitory computer readable storage medium of claim 1 wherein solving comprises minimizing a sum, with non-negative weights, of distances between the first diffusion tensors in the orientation space, and of distances between the first diffusion tensors that are aligned to have a common orientation in the shape space.
4. The non-transitory computer readable storage medium of claim 3 wherein minimizing comprises calculating a closed form solution for shapes of the second diffusion tensors as part of the minimization.