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Our main work focuses on training templates of noise reduction and edge detection CNNs.
However, certain redundancies in the training templates can be reduced to improve computation and storage efficiency.
These filters are given by a combination of several training templates chosen by a designer in an ad hoc manner.
Given a vast search space of training templates, an iterative algorithm is used to synthesize a filter with an optimized performance in terms of several competing criteria.
In template compression, new GMMs are generated for labeling the frames of the selected template representatives so as to better capture the information in the training Templates.
In template selection, the goal is to choose a small subset of templates as the representatives for the full set of training templates.
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Let x t and y t ' be the frames of a test segment and a training template, respectively, and assume that y t ' is labeled by a GMM m 1 y t '.
In the test stage, the baseline model is first used to perform decoding search on a test speech utterance to generate a word lattice; the test speech frames are labeled by the GMMs in the same way as in training; template matching and best path search are then performed on the word lattice to generate the rescored sentence hypothesis (Section 3.3).
A discrete-valued, bivariate hidden Markov model was generated using a provided training template based on results from human known large deletions and duplications, with a conservative transition probability of 1 × 10−.
Discarding beta-strand pairs whose interleave value equals or exceeds the threshold guarantees that the MRF will have no beta-strand pairs greater than or equal to that threshold, and thus bounds the computational complexity, which is exponential in the maximum interleave value found in a training template.
HSE training matrices templates for grassroots posts shall have adequate operability.
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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