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Constrained clustering or semi-supervised clustering has received a lot of attention due to its flexibility of incorporating minimal supervision of domain experts or side information to help improve clustering results of classic unsupervised clustering techniques.
This paper envisions coding with side information to design a highly scalable video codec.
This would require transmitting side information to the decoder to guarantee reconstruction of the coded image.
Figure 27 illustrates the contribution of the different side information to the GT fusion for Breakdancers.
Each user terminal (UT) feeds back the quantized side information to BS to assist its transmission.
How can one exploit this side information to better learn the desired parameters theta?
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Noteworthy, the huge benefit of SLS and SLB is that in contrast to sSLM no side information has to be communicated to the receiver.
A practical advantage of this approach is that no side information needs to be communicated to the receiver.
Consequently, little side information has to be transmitted to the receiver which indicates which residual vectors in each subband are selected for conversion.
Noteworthy, the great benefit of SLB or SLS is that no side information has to be communicated to the receiver as it is necessary with sSLM.
Adding the time to generate the side information and to perform Wyner-Ziv decoding yields the total time delay.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com