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Similarly, the pixel level refinements based on the oversegmentation method look crisp and visually reasonable (column (f)), while MRF based refinement tends to produce oversmoothed and rather blobby looking results (column (d)).
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A comparison of the output of the LRC/LRC and LRC/CRF methods shows that the CRF one is more consistent and that its errors are visually more reasonable, even though the absolute patch-labeling accuracies differ by only 0.02 0.07%.
Indeed, the fitting process without the inclusion of sulfinic acid visually appears "reasonable".
We notice that "male" and "female voice" has the longest duration and it is reasonable that the visually annotated "talk" action takes up almost the same duration.
We also observed that although one model may be chosen as the best fit, some of the other models may be quite reasonable fits, with visually similar fitting to the data histograms and very similar log-likelihood scores.
This assumption was visually inspected [22], and appeared reasonable.
Because the critical DO2 value can be determined visually with a 95% confidence interval of 20%, it is reasonable to limit DO2 to its observed critical value +20%.
The 18S rDNA sequences were aligned using the GUIDANCE web server, and the resulting alignment was inspected visually to insure that the inserted gaps resulted in a reasonable alignment across these taxa.
This suggests that there is a reasonable degree of intra-reporter variability when analysing images visually, even for experienced reporters.
While visually the BDB− result obtained using all three energy terms is reasonable, it is interesting to ask how well it coincides with what a human observer would consider to be the medial axis.
The emphasis has been put on consistent rules based on visually identifiable signal features, such that different practitioners will come to the same reasonable assignment of sleep stages to the 30 s intervals.
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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