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Most previous atlas-based segmentation studies used small template databases of healthy subjects.
As are shown in the experimental results of Section 5, the refinements on the GMM labels make the template representatives more effective, and when coupled with a proper local distance they allow using only a small fraction of template representatives in lattice rescoring with little performance loss.
In template selection, the goal is to choose a small subset of templates as the representatives for the full set of training templates.
Small signals around 65 ppm indicate that a small amount of template remains in the pores presumably due to the high aspect ratio of the particles.
From Figure 9, we conclude that MLTS is more robust to using a small percentage of template representatives, and the selection percentage of 20% is a reasonable compromise between accuracy performance and computation and storage cost.
It is also the most suitable for expression analysis of miscellaneous cytokines from a single sample and a small quantity of template material.
After confirming that HRM can be performed with a small amount of template DNA, we further tested the practicality of HRM using a panel of samples with different DNA concentrations, ranging from 8 ng to 651 ng.
"The kit contains a small plastic template that you place on the surface of the wood," Ms. Sucher said.
The experimental results show that the tracking robustness is improved, while using a small set of templates.
Fragment 5, however, amplified poorly in both samples (something we encountered in frequently for F5) and apparently only a small number of templates contribute to the sequencing library.
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