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New methods SceneReGen and $\phi$-Scene advance single-image 3D scene reconstruction

By PulseAugur Editorial · [2 sources] ·

Two new research papers, SceneReGen and $\phi$-Scene, introduce novel approaches to reconstructing 3D scenes from single images. SceneReGen focuses on generating and assembling complete 3D object assets within a shared scene frame by factoring pose information. $\phi$-Scene, on the other hand, emphasizes physical grounding, treating scene reconstruction as a topology-driven physical assembly process to ensure stable and non-penetrating object arrangements. Both methods demonstrate strong performance on benchmarks like 3D-FUTURE and 3D-Front, respectively, with $\phi$-Scene also showing improved physical plausibility and user preference. AI

IMPACT These papers introduce novel techniques for generating more accurate and physically plausible 3D scenes from single images, potentially advancing applications in AR/VR and robotics.

RANK_REASON Two arXiv papers introducing new methods for 3D scene reconstruction.

Read on arXiv cs.CV →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New methods SceneReGen and $\phi$-Scene advance single-image 3D scene reconstruction

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COVERAGE [2]

  1. arXiv cs.CV TIER_1 English(EN) · Zefan Tian, Yuteng Ye, Yiheng Zhang, Yuhang Yang, Xueqiang Lv, Shizhou Zhang, Le Liu, Di Xu ·

    SceneReGen: Generative Reconstruction of 3D Scenes from a Single Image

    arXiv:2608.23930v1 Announce Type: new Abstract: Single-image 3D scene reconstruction must complete partially observed objects and place them coherently in a shared observation-aligned scene frame. Object-level generative priors offer strong completion ability, but their centered,…

  2. arXiv cs.CV TIER_1 English(EN) · Haodong Li, Lulu Shao, Haolin Lu, Yu Fu, Yen-Ru Chen, Seemandhar Jain, Manmohan Chandraker ·

    $\phi$-Scene: Physically Grounded Image-to-3D Scene Reconstruction

    arXiv:2606.21596v2 Announce Type: replace Abstract: Recent image-to-3D scene methods recover high-fidelity 3D objects with plausible arrangements, but often leave floatings and interpenetrations that limit physical validity and downstream use in interactive environments. We prese…

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