Image super-resolution with deep convolutional neural network is performed and its performance is evaluated through peak-signal-to-noise-ratio (PSNR). PSNR evaluates image restoration quality and is at least partially related to the perceptual quality.
Critical analysis of the trends in Image Super-Resolution is also done. The original paper can be found here: SRCNN