S. B

Enhancement of Low Resolution Natural Images Using Deep Learning Based Super Resolution Techniques

Image super-resolution is an important image processing task that aims to reconstruct a high resolution image from a low resolution input. Conventional interpolation methods often produce blurred edges, loss of texture, and pixelated outputs, particularly when images contain noise, compression artefacts, or complex rea...