4 Dimensional
Four-dimensional (4D) research encompasses the modeling and analysis of three spatial dimensions plus time, aiming to represent and understand dynamic phenomena. Current research focuses on developing methods for generating and analyzing 4D data, employing techniques like Gaussian splatting, neural radiance fields (NeRFs), and diffusion models, often incorporating geometric, topological, and physical priors to improve accuracy and efficiency. This field is significant for its applications in diverse areas such as autonomous driving, medical imaging (e.g., 4D CT scans), human motion capture, and virtual/augmented reality, enabling more realistic and dynamic simulations and analyses.
Papers
4DRGS: 4D Radiative Gaussian Splatting for Efficient 3D Vessel Reconstruction from Sparse-View Dynamic DSA Images
Zhentao Liu, Ruyi Zha, Huangxuan Zhao, Hongdong Li, Zhiming Cui
Automatic Left Ventricular Cavity Segmentation via Deep Spatial Sequential Network in 4D Computed Tomography Studies
Yuyu Guo, Lei Bi, Zhengbin Zhu, David Dagan Feng, Ruiyan Zhang, Qian Wang, Jinman Kim
Deblur4DGS: 4D Gaussian Splatting from Blurry Monocular Video
Renlong Wu, Zhilu Zhang, Mingyang Chen, Xiaopeng Fan, Zifei Yan, Wangmeng Zuo
4D Gaussian Splatting with Scale-aware Residual Field and Adaptive Optimization for Real-time Rendering of Temporally Complex Dynamic Scenes
Jinbo Yan, Rui Peng, Luyang Tang, Ronggang Wang
4D Scaffold Gaussian Splatting for Memory Efficient Dynamic Scene Reconstruction
Woong Oh Cho, In Cho, Seoha Kim, Jeongmin Bae, Youngjung Uh, Seon Joo Kim
D$^2$-World: An Efficient World Model through Decoupled Dynamic Flow
Haiming Zhang, Xu Yan, Ying Xue, Zixuan Guo, Shuguang Cui, Zhen Li, Bingbing Liu
Phys4DGen: A Physics-Driven Framework for Controllable and Efficient 4D Content Generation from a Single Image
Jiajing Lin, Zhenzhong Wang, Shu Jiang, Yongjie Hou, Min Jiang
Oriented histogram-based vector field embedding for characterizing 4D CT data sets in radiotherapy
Frederic Madesta, Lukas Wimmert, Tobias Gauer, René Werner, Thilo Sentker
Generative AI for Brane Configurations, Tropical Coamoeba and 4d N=1 Quiver Gauge Theories
Rak-Kyeong Seong