Super-sampling by learning-based super-resolution

Du Ping, Jinhuan Zhang, Jun Long · International Journal of Computational Science and Engineering · 2020

In this paper, we present a novel problem of intelligent image processing, which is how to infer a finer image in terms of intensity levels for a given image. We explain the motivation for this effort and present a simple technique that makes it possible to apply the existing learning-based super-resolution methods to this new problem. As a result of the adoption of the intelligent methods, the proposed algorithm needs notably little human assistance. We also verify our algorithm experimentally in the paper.

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