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Research model with important coefficients.
The high-frequency is scanned for important coefficients using spatial direction tree similar to SPIHT algorithm and processed with universal trellis coded quantization.
This post-compression rate-distortion optimization algorithm selects the most important coefficients by weighting them, based on the mean square error (MSE) distortion measurement.
Secondly, more important coefficients should occupy a higher percentage in each packet so that the reconstructed quality would still be acceptable even with the low-quality users who only receive a small number of packets.
Meanwhile, larger CS rates used at more important DWT levels guarantee that these important coefficients are still likely to be received at a user's side even with a large packet loss ratio so that the reconstruction quality remains quite acceptable.
The main idea of our work is to apply the nonlocal means filtering to scaling and wavelet coefficients of an image to keep small but important coefficients which might have been shrunk in conventional wavelet denoising.
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However, no important coefficient improvement was observed with the exclusion of any subtest (Table 6).
The Euclidean distance among important coefficient can be expanded to improving quantification gain.
In terms of image compression, the DC value is the single most important coefficient concentrating most of the image energy.
The most important coefficient of form is the block coefficient defined as the ratio of the displacement volume to the product of ship length, breadth and draught.
An important coefficient is the elasticity of the reservation wage to unemployment duration, which is equal to (-1.6%) overall and to (-2.0%) for males.
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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