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Figure 5 Face alignment and masking to: (a) Original frame, (b) Aligned and masked face ready to be analyzed (dimensions shown for illustrative purposes).
Table 4 Recognition rate comparison with existing methods on plastic surgery database: a case of rhytidectomy Methods Rank-1 EER Comments Proposed 75.3 to 89.64 7.78% to 3.61% No face alignment Granular approach [24, 25] 71.76 n/a With face alignment GPROF [23] 86.68 n/a With face alignment FACE [22] 74.00 17.00 With face alignment n/a, not applicable.
Based on face alignment, we present two methods to extract features.
Zhang, Z., Luo, P., Loy, C. C. & Tang, X. Learning deep representation for face alignment with auxiliary attributes.
Jeni, L. A., Cohn, J. F. & Kanade, T. Dense 3D face alignment from 2D videos in real-time.
Operating parameters such as speed, cutting height, and face alignment of the machines can be controlled remotely.
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"The electronic distance that lets men write so freely is akin to their preferred way of speaking -- without a direct face-to-face alignment that makes a lot of men uncomfortable," said Dr. Deborah Tannen, a professor of linguistics at Georgetown University and a pioneer in the field of sex differences in language.
Within this scheme, we propose two methods, which we call face grid alignment (FGA) and OCDC alignment (OCDCA).
Q. Liao, Leibo, J. Z., Mroueh, Y., and Poggio, T., "Can a biologically-plausible hierarchy effectively replace face detection, alignment, and recognition pipelines?".
They're still working on getting faces and edges of a folded cube to line up with nanoscale precision, but Shaar, co-supervised by associate professor of mechanical engineering Carol Livermore, has devised a promising method that uses three pairs of matching holes and protrusions to pull the edge and face into alignment.
The image processing pipeline (face detection, alignment, attribute detection) took roughly 5 s per image, with most of the computation spent on attribute detection.
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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