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Furthermore, with the same initialization shown in Figure 6a,b,c,d, we show the segmentation results for the synthetic image added Poisson noise (see Figure 6e,f,g,h).

In Figure 6m,n,o,p, we also show the segmentation results of the T-shaped image with added Poisson noise for the same initialization shown in Figure 6i,j,k,l.

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This also explains why we needed to modify the iterative update rules to implement the NMFD model our preliminary experiments conducted with and without initialization showed that the cost function converged, but the NMF dereverberation was not successful.

Regarding the use of the MH algorithm within Gibbs, the results depend largely on the choice of the variance of the proposal, (sigma _{p}^{2}), and the initialization, showing the need for adaptive MCMC strategies.

ANOVA analysis based on results obtained from multiple segmentations obtained from different user initializations shows that significant variations are not found among the segmentation outcomes (P = 0.23).

Our tests with flat initialization show that even without starting the link parameters in linear activation/inhibition states, a gradient across these linear relationships can be learned.

In this appendix, we prove the equivalence between the initialization method of the BW based on symbols priors, discussed in Section 3.3 and the initialization method shown in (21).

Besides, in [19] the efficiency of a proper geometrical initialization was shown.

The results of the proposed GMRF method and its EMGMM initialization are shown in Figure 2c,b, respectively, for VOIs comprising 14×14×20 voxels.

Finally, on each stable segment, two stable points were found by backtracking from the end points of the stable segment for contour initialization, as shown in Figure 5b.

The pseudo code for the parallelized currSlice and currMB structure initialization is shown in Figure 10. Figure 7 Flow chart of the proposed dynamic parallel design.

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