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Kaizhi Yang

3 accepted papers

2024

GaussianPro: 3D Gaussian Splatting with Progressive Propagation

ICML 2024poster

3D Gaussian Splatting (3DGS) has recently revolutionized the field of neural rendering with its high fidelity and efficiency. However, 3DGS heavily depends on the initialized point cloud produced by Structure-from-Motion (SfM) techniques. When tackling large-scale scenes that unavoidably contain tex…

2024

MovingParts: Motion-based 3D Part Discovery in Dynamic Radiance Field

ICLR 2024spotlight

We present MovingParts, a NeRF-based method for dynamic scene reconstruction and part discovery. We consider motion as an important cue for identifying parts, that all particles on the same part share the common motion pattern. From the perspective of fluid simulation, existing deformation-based met…

Cited by 10SourcePDFScholar
2023

DPF-Net: Combining Explicit Shape Priors in Deformable Primitive Field for Unsupervised Structural Reconstruction of 3D Objects

ICCV 2023poster

Unsupervised methods for reconstructing structures face significant challenges in capturing the geometric details with consistent structures among diverse shapes of the same category. To address this issue, we present a novel unsupervised structural reconstruction method, named DPF-Net, based on a n…

Cited by 9PDFScholar