In this letter, the authors present a single-image super-resolution method based on introducing novel spectral normalization to convolution of deep residual network. Moreover, construct new block (RB) and assemble it in cascade form. The RB was restructured by spectrally normalized layers activated function. addition, allows introduced trained network update additional weights. Furthermore, min...