Based on the application of Stable Diffusion in animated character design

This paper mainly discusses the technical application of Stable Diffusion technology in the animation character design, and analyzes how to use the diffusion model to generate innovative and diverse animation character design images. With the application of artificial intelligence in the creative design industry, Stable Diffusion software technology, as an image generation model, is able to generate images with high quality in the low-dimensional latent space. This study analyzes the model architecture of Stable Diffusion and the working principle of animation character design, and discusses its application in character design. Through experimental case analysis, the advantages of the technology in creative efficiency, design innovation, and support for designer work efficiency are evaluated, and the future application direction is expected. Research shows that Stable Diffusion can not only improve the design efficiency, but also bring more innovative design inspiration to the animation industry.

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Publication Details

Published
2024-11-29
DOI
https://doi.org/10.1145/3726010.3726092
Primary Topic
Digital Media and Visual Art
Type
article
Field-Weighted Citation Impact
0.00
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article

Based on the application of Stable Diffusion in animated character design

Changyou Ji
Digital Media and Visual Art
article

Based on the application of Stable Diffusion in animated character design

Changyou Ji
article en

Abstract

This paper mainly discusses the technical application of Stable Diffusion technology in the animation character design, and analyzes how to use the diffusion model to generate innovative and diverse animation character design images. With the application of artificial intelligence in the creative design industry, Stable Diffusion software technology, as an image generation model, is able to generate images with high quality in the low-dimensional latent space. This study analyzes the model architecture of Stable Diffusion and the working principle of animation character design, and discusses its application in character design. Through experimental case analysis, the advantages of the technology in creative efficiency, design innovation, and support for designer work efficiency are evaluated, and the future application direction is expected. Research shows that Stable Diffusion can not only improve the design efficiency, but also bring more innovative design inspiration to the animation industry.

Tianjin University of Technology and Education (CN)
Openalex Percentile: Top 44%
Digital Media and Visual Art
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