VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step
Hanyang Wang, Fangfu Liu, Jiawei Chi, Yueqi Duan
2025Year
10Top-tier citations
Abstract
dundant information and train a dynamic denoising policy network to adaptively determine the optimal leap timestep during inference. Extensive experiments demonstrate that our VideoScene achieves faster and superior 3D scene generation results than previous video diffusion models, highlighting its potential as an efficient tool for future video to 3D applications.
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Cited by top-tier papers10
- LangSplatV2: High-dimensional 3D Language Gaussian Splatting with 450+ FPSWanhua Li, Yujie Zhao, Minghan Qin, Yang Liu et al.NeurIPS 2025 · 54 citations
- Taming Video Models for 3D and 4D Generation via Zero-Shot Camera ControlChenxi Song, Yanming Yang, Tong Zhao, Ruibo Li et al.CVPR 2026 · 17 citations
- GaussFusion: Improving 3D Reconstruction in the Wild with A Geometry-Informed Video GeneratorLiyuan Zhu, Manjunath Narayana, Michal Stary, Will Hutchcroft et al.CVPR 2026 · 7 citations
- SceneTransporter: Optimal Transport-Guided Compositional Latent Diffusion for Single-Image Structured 3D Scene GenerationLing Wang, Hao-Xiang Guo, Xinzhou Wang, Fuchun Sun et al.ICLR 2026 · 6 citations
- SpatialCrafter: Unleashing the Imagination of Video Diffusion Models for Scene Reconstruction from Limited ObservationsSongchun Zhang, Huiyao Xu, Sitong Guo, Zhongwei Xie et al.ICCV 2025 · 6 citations
Builds on34
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Denoising Diffusion Implicit ModelsJiaming Song, Chenlin Meng, Stefano ErmonICLR 2021 · 11,743 citations
- 3D Gaussian Splatting for Real-Time Radiance Field RenderingBernhard Kerbl, Georgios Kopanas, Thomas Leimkühler, George DrettakisSIGGRAPH 2023 · 5,687 citations
- Scalable Diffusion Models with TransformersWilliam Peebles, Saining XieICCV 2023 · 5,568 citations
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