Temporal Reg: Smoother AI Videos With Consistent Motion
Temporal regularization improves video gen quality by applying constraints between frames for consistent motion, no extra training needed, works with 2D & 3D models. Achieves state-of-the-art results reducing flickering & jittering.
This is a Plain English Papers summary of a research paper called Simple AI Trick Makes Generated Videos Much Smoother and More Natural. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview Temporal regularization significantly improves video generation quality Applies constraints between video frames to ensure consistent motion Needs no additional training or architectural changes Works with both 2D and 3D diffusion models Achieves state-of-the-art results across multiple benchmarks Particularly effective at reducing flickering and jitt...