MrNeRF (@janusch_patas)

2025-12-09 | โค๏ธ 75 | ๐Ÿ” 15


Neural Mesh Gaussians for Robust Monocular Reconstruction of Dynamic Objects

Contributions: โ€ข Our method reconstructs dynamic objects from a single monocular video under challenging camera setups, applicable to category-agnostic objects.

โ€ข We leverage LRM to prepare per-frame coarse geometry prior and propose a deformation MLP to build frame correspondence, faithfully matching the dynamic information of the input video.

โ€ข We propose a novel mesh Gaussian structure that offers higher fidelity appearance, lower memory burden, and increased training speed. Additionally, we introduce two constraints for mesh Gaussians to avoid view-overfitting.

๋ฏธ๋””์–ด

image

image

image


Tags

3D AI-ML