SRCNN Image Super-Resolution network on a VAE's output.
left : Reconstructed Output , right : Ground Truth
left : VAE Output , right : Result on applying SRCNN on VAE output
P.S. Didn't go quiet as expected. The results turned out to be more blurry than the VAE output but was more sensible in some cases like the one below: