游戏美术设计中AI绘画的可控性研究

RESEARCH ON THE CONTROLLABILITY OF AI PAINTING IN GAME ART DESIGN

随着深度学习技术的不断进步和GPU硬件算力的持续迭代,AI绘画在一定程度上推动了设计行业的发展,特别是AI工作流的技术进步和迭代,使其融入游戏美术设计的工作流程变得可能且可靠,并且极大地提高了设计师的工作效率。本文从游戏美术设计角度出发,基于STABLE DIFFUSION所衍生的AI绘图流程与图像控制,重点讨论AI绘画在美术设计中的应用以及其在精细控制和调整生成图像方面的优势。研究旨在挖掘人工智能在游戏美术设计中的潜力以及探讨如何将其应用于实际项目中。

With the continuous advancement of deep learning technology and the ongoing iteration of GPU hardware computing power,AI painting has to some extent propelled the development of the design industry.Particularly,the technological advancements and iterations in AI workflows have made it possible and reliable to integrate AI painting into the workflow of game art design,greatly enhancing the work efficiency of designers.This paper,starting from the perspective of game art design,emphatically discussed the application of AI painting in art design and its advantages in fine control and adjustment of generated images based on the AI drawing process and image control derived from Stable Diffusion.The research aims to explore the potential of artificial intelligence in game art design and how to apply it to practical projects.