A review of recent advances in 3D Gaussian Splatting for optimization and reconstruction

被引：0
|
作者：
Luo, Jie [1 ,2 ]
Huang, Tianlun [1 ,2 ]
Wang, Weijun [1 ,2 ]
Feng, Wei [1 ,2 ]
机构：
[1] Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
[2] University of Chinese Academy of Sciences, Beijing, China
来源：
Image and Vision Computing | 2024年 / 151卷
关键词：
3D Gaussian Splatting (3DGS) represents a significant breakthrough in computer graphics and vision; offering an explicit scene representation and novel view synthesis without the reliance on neural networks; unlike Neural Radiance Fields (NeRF). This paper provides a comprehensive survey of recent research on 3DGS optimization and reconstruction; with a particular focus on studies featuring published or forthcoming open-source code. In terms of optimization; the paper examines techniques such as compression; densification; splitting; anti-aliasing; and reflection enhancement. For reconstruction; it explores methods including surface mesh extraction; sparse-view object and scene reconstruction; large-scale scene reconstruction; and dynamic object and scene reconstruction. Through comparative analysis and case studies; the paper highlights the practical advantages of 3DGS and outlines future research directions; offering valuable insights for advancing the field. © 2024 Elsevier B.V;
D O I：
10.1016/j.imavis.2024.105304
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [41] Improving Dynamic 3D Gaussian Splatting from Monocular Videos with Object Motion Information
    Luo, Yixin
    Huang, Zhangjin
    Huang, Xudong
    ADVANCED INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, PT XI, ICIC 2024, 2024, 14872 : 84 - 95
  • [42] Deblur-GS: 3D Gaussian Splatting from Camera Motion Blurred Images
    Chen, Wenbo
    Liu, Ligang
    PROCEEDINGS OF THE ACM ON COMPUTER GRAPHICS AND INTERACTIVE TECHNIQUES, 2024, 7 (01)
  • [43] Recent advances in compression of 3D meshes
    Alliez, P
    Gotsman, C
    ADVANCES IN MULTIRESOLUTION FOR GEOMETRIC MODELLING, 2005, : 3 - +
  • [44] Recent advances in 3D printing of biomaterials
    Helena N Chia
    Benjamin M Wu
    Journal of Biological Engineering, 9
  • [45] Recent Advances in Segmentation of 3D Models
    He, Chen
    Lv, Na
    Li, Xue-qing
    INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND MANAGEMENT ENGINEERING (ITME 2014), 2014, : 54 - 59
  • [46] Recent advances in 3D printing of biomaterials
    Chia, Helena N.
    Wu, Benjamin M.
    JOURNAL OF BIOLOGICAL ENGINEERING, 2015, 9
  • [47] Recent advances in 3D integration at IMEC
    De Moor, Piet
    Ruythooren, Woutcr
    Soussan, Philippe
    Swinnen, Bart
    Baert, Kris
    Van Hoof, Chris
    Beyne, Eric
    ENABLING TECHNOLOGIES FOR 3-D INTEGRATION, 2007, 970 : 3 - +
  • [48] Review on Recent Advances in Drug Development by Using 3D Printing Technology
    Charan, G. R. Shiva
    Haque, M. Akiful
    Mohanty, Dibyalochan
    Bakshi, Vasudha
    PHARMACEUTICAL CHEMISTRY JOURNAL, 2022, 56 (02) : 270 - 276
  • [49] Review on Recent Advances in Drug Development by Using 3D Printing Technology
    G. R. Shiva Charan
    M. Akiful Haque
    Dibyalochan Mohanty
    Vasudha Bakshi
    Pharmaceutical Chemistry Journal, 2022, 56 : 270 - 276
  • [50] Recent Advances in the 3D Printing of Conductive Hydrogels for Sensor Applications: A Review
    Liang, Xiaoxu
    Zhang, Minghui
    Chong, Cheong-Meng
    Lin, Danlei
    Chen, Shiji
    Zhen, Yumiao
    Ding, Hongyao
    Zhong, Hai-Jing
    POLYMERS, 2024, 16 (15)
12345