Pusa introduces an innovative approach to video diffusion modeling through frame-level noise control, enabling high-quality video generation suitable for various tasks (text-to-video, image-to-video, etc.). With its superior motion fidelity and efficient training process, the model offers an open-source solution for convenient video generation.