  Diffusion generative models have recently become a robust technique for
producing and modifying coherent, high-quality video. This survey offers a
systematic overview of critical elements of diffusion models for video
generation, covering applications, architectural choices, and the modeling of
temporal dynamics. Recent advancements in the field are summarized and grouped
into development trends. The survey concludes with an overview of remaining
challenges and an outlook on the future of the field. Website:
https://github.com/ndrwmlnk/Awesome-Video-Diffusion-Models
