NeurIPS2024
HiCoM: Hierarchical Coherent Motion for Dynamic Streamable Scenes with 3D Gaussian Splatting
Qiankun Gao, Jiarui Meng, Chengxiang Wen, Jie Chen, Jian Zhang
Abstract
Training Time (seconds) 100 200 300 Rendering Speed (fps) StreamRF 3DGStream HiCoM (ours) HiCoM-P4 (ours) Figure 1: The proposed HiCoM framework for streamable dynamic scene reconstruction achieves competitive rendering quality with significantly shorter training time, faster rendering speed, and substantially reduced storage and transmission requirements. The left figures show results of our HiCoM on N3DV [1] and Meet Room [2] datasets, where "Res" indicates video resolution. The right figure is tested on the N3DV [1] dataset, where the radius of the circle corresponds to the average storage per frame and the method in the top left corner demonstrates the best performance.
