Certain Investigations on Application and Challenges of Artificial Intelligence in Prefabricated Scene Design for 3D Animation

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.

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Published
2024-11-29
DOI
https://doi.org/10.1145/3726010.3726018
Primary Topic
Augmented Reality Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

Certain Investigations on Application and Challenges of Artificial Intelligence in Prefabricated Scene Design for 3D Animation

P.-R. Li, Mengyang Li, Jie Gu, Yiming Si
Augmented Reality Applications
article

Certain Investigations on Application and Challenges of Artificial Intelligence in Prefabricated Scene Design for 3D Animation

P.-R. Li, Mengyang Li, Jie Gu, Yiming Si
article en

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.

Tianjin University of Commerce (CN), Tianjin University of Technology and Education (CN)
Openalex Percentile: Top 70%
Augmented Reality Applications
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Certain Investigations on Application and Challenges of Artificial Intelligence in Prefabricated Scene Design for 3D Animation — P.-R. Li, Mengyang Li, et al. · (2024) | TGRS Research Map | TGRS