This work builds upon image compression techniques based on variational auto-encoders (VAEs). The idea is novel, reasonably well explained and while the experiments are provided for low resolution, short video and low bitrates, the experiments do provide sufficient evidence that the proposed method is promising. As such the work is likely to be of interest to the community.