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Review of research on volume rendering surface reconstruction based on signed distance function

Yu Yinga,b
Wan Yiqiana
Hong Hana
Ye Qinga,b
a. School of Computer Science, b. Key Laboratory of Artificial Intelligence in Chinese Medicine, Jiangxi University of Chinese Medicine, Nanchang 330004, China

Abstract

In the fields of computer vision and graphics, multi-view object surface reconstruction is a significant research direction. Signed distance function (SDF) volume rendering, as an emerging method for object surface reconstruction, garners widespread attention due to its outstanding performance in reconstructing complex scenes. This study provides a comprehensive analysis and summary of SDF volume rendering techniques, serving as a reference for future researchers. Firstly, this paper introduces the fundamental principles of directed SDF and its application in volume rendering technology. Subsequently, it organizes and analyzes key model improvements and technological advancements in areas such as enhancing surface reconstruction quality, accelerating training speed, sparse view reconstruction, relighting, and material editing, as well as specific scene reconstruction. Additionally, this paper compares the speed and performance of different models and briefly introduces the main evaluation metrics and publicly available datasets. Finally, the current research status in this field is summarized, and the future research prospects are discussed and explored.

Foundation Support

江西中医药大学校级科技创新团队发展计划(CXTD22015)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2024.05.0105
Publish at: Application Research of Computers Accepted Paper, Vol. 41, 2024 No. 11

Publish History

[2024-08-05] Accepted Paper

Cite This Article

余瑛, 万贻前, 洪瀚, 等. 基于符号距离函数的体渲染表面重建研究综述 [J]. 计算机应用研究, 2024, 41 (11). (2024-09-11). https://doi.org/10.19734/j.issn.1001-3695.2024.05.0105. (Yu Ying, Wan Yiqian, Hong Han, et al. Review of research on volume rendering surface reconstruction based on signed distance function [J]. Application Research of Computers, 2024, 41 (11). (2024-09-11). https://doi.org/10.19734/j.issn.1001-3695.2024.05.0105. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.


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