GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors

Xingyilang Yin, Qi Zhang, et al.

tl;dr: 2D semantic (from DINOv2)+3D geometric (from VGGT) tokens from input viewsโ†’video diffusion modelโ†’artifact-prone novel views; reference trajectory samplingโ†’angular coverage and restoration quality

https://arxiv.org/abs/2508.09667