Abstract

In the field of animation creation, it is crucial to improve efficiency and innovation. This paper proposes an innovative method based on generative modeling, aiming to solve the problems of inefficiency and lack of innovation faced by wabi-sabi style animation creation. The script is generated through a language model, and the text is transformed into a wabi-sabi style animation storyboard using a diffusion model, followed by the application of a multimodal model to transform static images into dynamic effects, and at the same time generating background music, which is finally synthesized into a complete animation. The experimental results show that the method significantly improves the creative efficiency, reduces the cost, and stimulates innovative thinking. The conclusion of the study shows that generative modeling has a broad application potential in the creation of animation of specific aesthetic styles and provides a new path for professional creation.