Certain Investigations on Application and Challenges of Artificial Intelligence in Prefabricated Scene Design for 3D Animation
Year: 2024
Type: conference-paper
Abstract: The 3D animation is emerging with the fast improvement in the artificial intelligence (AI) technology. This paper presents a complete survey about the application of AI in the pre-fabricated design of 3D animation scenes. Also includes the challenges and opportunities in the role of AI in 3D animation. The basic applications of AI in scene design, including automated element layout, maintenance of stylistic consistency, and dynamic environment simulation are also discussed. We discuss the use of AI methods such as, deep learning, generative adversarial networks (GANs), and reinforcement learning in helping the animators with creative ideas and enhancing the scene design. The difficulties in the scene design process like limitations in creative expression, difficulties in technological integration are also discussed in this paper along with the challenges with respect to traditional animation techniques. In addition, the paper discusses the research directions in the automation features of AI and the human artistic creation.
Authors: Jie Gu, Yiming Si, Peifang Li, Mengyang Li
Institution: Tianjin University of Technology and Education
Language: English
Topic: Digital Media and Visual Art
Field: Computer Science
Domain: Physical Sciences
Open Access status: gold
OpenAlex ID: W4411089393