DensiTok: flow-matching token densification lets frozen feed-forward 3DGS see unseen views

zhenjun_zhao · x · 2026-10-08

DensiTok is a plug-in module for pretrained feed-forward 3D Gaussian Splatting models. It compresses internal geometry tokens into a compact latent space, completes latents for unobserved viewpoints in a single flow-matching step conditioned on camera geometry, and decodes them back for the original reconstruction heads—with backbone and heads frozen. Unlike view-synthesis re-encoding pipelines, it needs no image generation and stays 3D-consistent, reducing holes, floaters and blur in sparse-view settings.

Related event: DensiTok: Completing Geometry Tokens for Sparse-View 3DGS(2 posts)→

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