I have a small resolution video of a (static) scene, and a high resolution photograph of the same scene. Does anyone know of an upscaling algorithm that takes a

I have a small resolution video of a (static) scene, and a high resolution photograph of the same scene. Does anyone know of an upscaling algorithm that takes an image as auxiliary input? Maybe some style-transfer related algorithm could be useful in this situation?