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The phrase "algorithm is applied to restore the" is correct and usable in written English.
It can be used in contexts discussing the application of algorithms in various fields, such as data recovery, image processing, or signal restoration.
Example: "In this study, the algorithm is applied to restore the original quality of the corrupted images."
Alternatives: "algorithm is utilized to recover the" or "algorithm is employed to reinstate the".
Exact(1)
An oriented exemplar-based inpainting algorithm is applied to restore the rest disoccluded areas with background texture.
Similar(59)
After detection, a fuzzy switching weighted median filter is applied to restore the corrupted image.
Regenerative therapy has been applied to restore lost cardiac muscle and cardiac performance.
A greedy algorithm is applied to finding the repeats.
The Running Fisher algorithm is applied to each subset pair.
In this paper, KSRC algorithm is applied to construct predictor.
The algorithm was applied to mouse and human data sets.
The PCA algorithm was applied to this choice of VOCs.
The algorithms were applied to each of the datasets with a set of algorithm-specific settings.
Two-dimensional clustering algorithms were applied to the matrix.
No appropriate diagnostic algorithms were applied to confirm tuberculosis.
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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