2026
Enhancement of Low Resolution Natural Images Using Deep Learning Based Super Resolution Techniques
A hybrid CNN Transformer GAN framework for natural image super resolution is proposed, expected to improve edge sharpness, preserve structural details, reduce visual artefacts, and generate natural looking high-resolution outputs compared with conventional CNN and GAN based approaches.
Shashidhara B
· International Journal of Lat... · 0 citations