A Sobolev norm based distance measure for HARDI clustering: a feasibility study on phantom and real data
- PMID: 20879229
- DOI: 10.1007/978-3-642-15705-9_22
A Sobolev norm based distance measure for HARDI clustering: a feasibility study on phantom and real data
Abstract
Dissimilarity measures for DTI clustering are abundant. However, for HARDI, the L2 norm has up to now been one of only few practically feasible measures. In this paper we propose a new measure, that not only compares the amplitude of diffusion profiles, but also rewards coincidence of the extrema. We tested this on phantom and real brain data. In both cases, our measure significantly outperformed the L2 norm.
Similar articles
-
Inference of a HARDI fiber bundle atlas using a two-level clustering strategy.Med Image Comput Comput Assist Interv. 2010;13(Pt 1):550-7. doi: 10.1007/978-3-642-15705-9_67. Med Image Comput Comput Assist Interv. 2010. PMID: 20879274
-
Diffusion tensor image up-sampling: a registration-based approach.Magn Reson Imaging. 2010 Dec;28(10):1497-506. doi: 10.1016/j.mri.2010.06.018. Epub 2010 Sep 15. Magn Reson Imaging. 2010. PMID: 20833497
-
Non-rigid registration of high angular resolution diffusion images represented by Gaussian mixture fields.Med Image Comput Comput Assist Interv. 2009;12(Pt 1):190-7. Med Image Comput Comput Assist Interv. 2009. PMID: 20425987
-
Non-uniform gradient prescription for precise angular measurements using DTI.Med Image Comput Comput Assist Interv. 2008;11(Pt 1):866-73. doi: 10.1007/978-3-540-85988-8_103. Med Image Comput Comput Assist Interv. 2008. PMID: 18979827
-
3D curve inference for diffusion MRI regularization.Med Image Comput Comput Assist Interv. 2005;8(Pt 1):123-30. doi: 10.1007/11566465_16. Med Image Comput Comput Assist Interv. 2005. PMID: 16685837
Cited by
-
Structural and resting state functional connectivity of the subthalamic nucleus: identification of motor STN parts and the hyperdirect pathway.PLoS One. 2012;7(6):e39061. doi: 10.1371/journal.pone.0039061. Epub 2012 Jun 29. PLoS One. 2012. PMID: 22768059 Free PMC article.