Letahun Nemeon and Prerna Dusi 2025. Noise-Robust Image Restoration Using Attention-Guided Transformer Networks for Real-Time Visual Enhancement. National Journal of Signal and Image Processing. (Oct. 2025), 31–38. DOI:https://doi.org/10.17051/NJSIP/01.03.05.