Guanzhi Ding

Streaming 3D reconstruction over thousands of frames is now possible with constant memory and linear time, thanks to a novel attention mechanism that learns to propagate geometric evidence across multiple timescales.

Diffusion models can generate plausible intermediate views to boost sparse-view 3D reconstruction, but only if you carefully control their geometry with confidence-weighted fusion and manage the resulting Gaussians.