We treat the multi-frame super-resolution task based on regularization technique.
We propose a new tensor based diffusion regularization that preserves important image features such as sharp edges and corners.
The improved PDE is efficient in noisy image super-resolution task.
The proposed method achieves superior performance comparing with other approaches.