Deep Learning to estimate what is beyond the edge
I think the closest problem that has been addressed with deep learning is image inpainting, that is, filling a blacked out region in the image:



For instance, this paper: Semantic Image Inpainting with Perceptual and Contextual Losses.

So it is certainly possible to fill missing information from an image with deep learning.