In this paper, we firstly analyze some previous super-resolution models based on the TV model. Secondly, we propose two novel super-resolution models. One combines the TV model with the Mumford-Shah model, the other combines the TV model with the Mumford-Shah-Euler image model. Finally, we show some numerical experiments of our models based on convergence approximation. The results show that the TV-MSE model gives a well effect.