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We solve (10) numerically by Metropolis sampling according to the procedure described below using the labeling obtained in the first coarse estimation step as initialization with its parameters held fixed to obtain a refined segmentation.
For the first step, we localize the pancreas from the entire 3D CT scan, providing a reliable bounding box for the more refined segmentation step.
This latter step is conducted in 2D, and refined segmentation is immediately included in the final outcome.
So here's my question: Nowadays, when brands have a more immediate reach to a more refined segmentation, with higher frequency and greater depth, is it necessary to go through all three stages?
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By managing the data and the manual segmentations used for the validation in a public version control system (i.e. Git) it is easy to add new data, and to update and refine segmentations with a proper audit route.
Finally, for each initially segmented neuron, we refined its segmentation based on using a local iterative thresholding approach.
In this step, detached papillaries are included inside the endocardial segmentation by taking the convex hull of the endocardial segmentation and refining the segmentation.
The representation of the Ecobordure triangle was then refined through segmentation in seven sectors to facilitate the reading and interpretation of results.
A joint registration-segmentation approach [28] was adopted: (1) a registration step for aligning the 2-year-old image onto the early time-point image based on their segmented images (Note that the initial registration was based on intensity images), and (2) a segmentation step for refining the segmentation result of the early time-point image based on the aligned TPMs.
In general, the result of this second, refining segmentation step gives the location of the (axial) center of the bright speckles at the retinal surface.
Successful segmentation of the dataset was conducted using a combination of level-set segmentation filters, combined in a sequential processing pipeline to refine the segmentation at each stage.
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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