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This would simplify the algorithm design.
One reason is to simplify the algorithm.
This was done to simplify the algorithm during development, but should now be instated.
Additionally, the dual problem allows to exploit structural properties which will greatly simplify the algorithm design.
Only a single parameter of the filter is adapted to simplify the algorithm to speed up the convergence rate.
The values of the different parameters of this example are chosen in order to simplify the algorithm.
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The objective of the correlation consists in finding the best match between sub-images, a slave image I' compared with a master image I. To simplify the algorithms in this paper, the sizes of images I and I' are the same and given by the number of rows Ir and the number of columns Ic. Figure 1 illustrates the algorithm and the chosen notations.
This greatly simplifies the algorithm and resolves the drawbacks of the bi-orthogonal approach.
Consequently this simplifies the algorithm for computing a local environment and a new algorithm is thus proposed.
The improvement simplifies the algorithm and reduces the complexity of computation required to deal with large datasets such as long video data.
However, this approximation relaxes the original complex optimization problem to a weighted sum rate maximization problem, which greatly simplifies the algorithm design.
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