Author

Ping Tan

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Preprint Oct 2026

DistScene: Object-to-Scene Distillation for 3D Scene Generation

We present DistScene, a framework for single-image compositional 3D scene generation by jointly modeling the environment and individual objects. Unlike existing methods that represent scenes primarily as collections of objects, we model the environment as an explicit scene component to provide geometric context for obj...

Kun-Ming Luo, Hong-Yu Yan, Ken Deng et al. · 0 citations

Preprint Sep 2026

SPOON: Towards Coherent Compositional 3D Scene Generation from Uncalibrated Multi-view Images

Compositional 3D scene generation aims to recover complete 3D object shapes and their spatial arrangement from visual observations. Recent image-conditioned 3D generators provide strong priors for producing high-quality object geometry, making the generation of complex scenes increasingly practical. A central challenge...

Gui-Biao Liao, M. Xiang, Heng Li et al. · 0 citations

Preprint Aug 2026

SpatialCrafter: Single Image World Modeling with Generative 3D Proxies

SpatialCrafter is presented, a novel two-stage framework that addresses explorable image-to-scene generation issues by introducing a global 3D proxy for high-fidelity image-to-scene generation and appearance refinement and introduces Parallel Geometry Injection and Proxy-Aware Corruption training strategies.

Chuan Fang, Lingteng Qiu, Yixun Liang et al. · 1 citation