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super-resolution

Super resolution is to reconstruct a high resolutoin image from low resolutoin image. Traditionally we have interpolation methods.

SRCNN

Check out the demo!
In this notebook we untilize SRCNN proposed by Dong et al.
from left to right: original image, SRCNN image, bicubic interpolation image SRCNN image

SRGAN

Diffusion Model