Research Article

Diffusion Maps Clustering for Magnetic Resonance Q-Ball Imaging Segmentation

Figure 7

Plots of DTI and ODF affinity matrices of an axial cropped slice shown in Figure 6. The matrices are reordered according to the second (Fiedler) eigenvector. ThePlots of DTI affinity matrices are shown in decreasing order of , which takes the values , , , and of the quantity of elements to cluster. In the DTI case, the decreasing on the scale parameter leads to a matrix with highly correlated elements that is very difficult to cluster. In the ODF case, the block structure is clear and is better suited to apply a clustering algorithm.
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(a) DTI reordered affinity matrices as the scale-space parameter decreases 0
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(b) ODF reordered affinity matrices as the scale-space parameter decreases