Thank you for your interest in our work!
It has been a while so I don't fully remember the details, but the follow-up paper is open source and greatly improves the underlying idea: sniklaus.com/sepconv
Good luck with your thesis!
sniklaus.com
Simon Niklaus - Video Frame Interpolation via Adaptive Separable Convolution