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Since the prediction does not consider the complexity of the current frame to be encoded, the MAD prediction is not an accurate estimate of the frame complexity, especially in complex sequences containing a lot of motion.
Rippel and co get around this by compressing both signals at the same time and use the frame complexity to decide how to distribute the bandwidth between them in the most efficient way.
The idea is to set Tmod, ito larger values for frames with higher frame complexity and to set Tmod,ito smaller values for frames with lower frame complexity.
To determine the accuracy of the frame complexity model, we compare the actual generated bits and the computed frame complexity measure using (6) for several test sequences.
A new frame complexity measure is proposed also using the number of motion vector differences to enhance the existing MAD-based frame complexity measure.
This information is used by the Frame complexity Estimator which computes an estimate of the frame complexity, as described in the next section.
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Drawing on embodied experiences, metaphors serve to "link the individual and the political by providing a way of seeing relations, reifying abstractions, and framing complexity in manageable terms" (Thompson 1996: 185 186).
Figure 7 Illustration of the frame-by-frame slice complexity classification based on the adaptive thresholds.
She has published several books and articles dealing with topics related to linguistic variation, history of language, dialectology and sociolinguistics, in the frame of complexity.
Furthermore, the method of flow analysis along the slow scanning axis requires 3D scanning together with oversampling of the acquisition frame, adding complexity in the scanning protocol and involving large amounts of data in both the acquisition and processing stages.
During the evaluation of the DISCOVER [26] codec, it was shown that the Wyner-Ziv frames' encoding complexity is very low compared to the complexity associated with the intra encoding of the key frames.
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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