SceneFrom3D

Geometry-Conditioned Outdoor 3D Scene Generation via View Scheduling with Object-Level Control

Geonung Kim, Jeongeun Park, Nuri Ryu, Di Liu, Sunghyun Cho

arXiv, 2026

Paper Code
SceneFrom3D teaser

Abstract

SceneFrom3D is a framework for geometry-conditioned outdoor 3D scene generation. Given coarse or fine object geometries with per-object appearance and geometry-adherence controls, SceneFrom3D generates a 3DGS scene that can be rendered and explored from arbitrary viewpoints.

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