The purpose of these results was to explore the effect of
N, the number of volunteers, on predicted
T1 (a-b) and T2
(c-d) values. The number of subjects was varied from its actual (maximal) value
of 8 all the way down to 2, whereby data from only one volunteer would be used
for training and one for validation purposes. Reference
T1 and T2 values are
tagged with ‘ref’ for comparison. Overall, there were no drastic
observable effect/improvement as N is increased beyond two
possibly because: 1) each volunteer contributes about 12,000 signal-containing
voxels, 2) the NN is fairly simple and trained on a per-voxel basis, 3) the main
limiting factor at this point might be the spatial alignment of MPME and
training data, an effect that might hide more subtle N-related
effects.