2026
Time Without Time: Pseudo-Temporal Representation for Space-Time Super-Resolution
CVPR 2026
Space-time video super-resolution (STVSR) is a task aimed at simultaneously upsampling a video in both spatial and temporal dimensions. Previous studies on STVSR have primarily focused on task-specific architectures and modeling paradigms, while effective pretraining strategies remain underexplored.