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This method finally refines object segmentation in the pixel level, and hence avoids the problem of detail loss existing in other superpixel based methods.
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These candidate lines were finally refined by using the Gaussian probability decision and distance metric decision.
The crystal structure of modulated martensite was finally refined by the Rietveld method.
The crystal structure 5 (Figure 1) was finally refined with R factor of 4.43% for 4390 unique reflections.
Slowly, fitfully, three-steps-forward-two-steps-back, the tech community is finally refining it into something more secure, streamlined, and powerful.
The DNN acoustic model is first pretrained using RBM unsupervised training, then trained using cross entropy training, and finally refined by sequential MMI training, all using Kaldi's DNN recipe [53].
We finally refine all the 3D model parameters, i.e., the planes and the points on these planes, as well as camera pose, by minimizing the reprojection error with respect to the measured image points, using bundle adjustment.
Given a voxelized model and the optimization goal, we first hollow out the model until it becomes a shell, whose thickness is determined by the physical material properties, and then add the support-free structures to optimize the inner surface, and finally refine the inner surface from bottom to top to minimize the optimization objective while maintaining the support-free property.
Alignments are then extended in a greedy manner and finally refined.
The structure model was finally refined to 1.6 Å resolution using REFMAC5 (Vagin et al., 2004).
The specification was finally refined at separate meetings with the therapy and technical design panels.
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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