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We find that all five analyzed methods drastically reduce the muscle artifacts.
The analyzed methods are robust to inaccurate alignment, face occlusions, and variations in expressions, to a large degree.
The majority of analyzed methods produced reasonable results for the public dataset but only seven methods were successful on the both in house datasets.
Compared to the effect of high-pass filtering, differences between the five analyzed methods were small, with extended Infomax performing best.
The numerical value of the error of quantification was calculated as the percentage difference of the object activity determined using each of the analyzed methods relative to the "true" activity as measured in the dose calibrator.
The analyzed methods are selected by considering their performance in former comparative studies, in addition to be real-time, to require just one image per person, and to be fully online.
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Specifically, the standard parameters for each analyzed method are listed in Additional file 2: Table S1.
The key technology is the landscape spatial pattern analyzing methods.
From these different data and analyzing methods, different or entirely opposite result have obtained.
With the graph based representations of workflows we can benefit from the previous graph based search and analyze methods.
Finally, these data can serve as grounds to develop and analyze methods for assessing prediction quality.
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com