3D Gaussian Splatting: Survey, Technologies, Challenges, and Opportunities

计算机科学 计算机图形学(图像)
作者
Yanqi Bao,Tianyu Ding,Jing Huo,Y. Liu,Yuxin Li,Wenbin Li,Yang Gao,Jiebo Luo
出处
期刊:IEEE Transactions on Circuits and Systems for Video Technology [Institute of Electrical and Electronics Engineers]
卷期号:35 (7): 6832-6852 被引量:44
标识
DOI:10.1109/tcsvt.2025.3538684
摘要

3D Gaussian Splatting (3DGS) has emerged as a prominent technique with the potential to become a mainstream method for 3D representations. It can effectively transform multi-view images into explicit 3D Gaussian through efficient training, and achieve real-time rendering of novel views. This survey aims to analyze existing 3DGS-related works from multiple intersecting perspectives, including related tasks, technologies, challenges, and opportunities. The primary objective is to provide newcomers with a rapid understanding of the field and to assist researchers in methodically organizing existing technologies and challenges. Specifically, we delve into the optimization, application, and extension of 3DGS, categorizing them based on their focuses or motivations. Additionally, we summarize and classify nine types of technical modules and corresponding improvements identified in existing works. Based on these analyses, we further examine the common challenges and technologies across various tasks, proposing potential research opportunities.
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