ACM Transactions on Graphics (SIGGRAPH). 2018; 37(4): 1-15.; arXiv pre-print 1801.09710. Authors You Xie*, Technical University of Munich Erik Franz*, Technical University of Munich MengYu Chu*, Technical University of Munich Nils Thuerey, Technical University of Munich (* Similar contributions) Abstract We propose a temporally coherent generative model addressing the super-resolution problem for