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OmniX framework generates graphics-ready 3D scenes from panoramic images

Researchers have introduced OmniX, a novel framework designed to generate graphics-ready 3D scenes from panoramic images. This system repurposes 2D generative models to perceive geometry, textures, and PBR materials, moving beyond existing approaches that primarily focus on appearance. OmniX utilizes a cross-modal adapter structure and cyclic spatial operators to jointly model multimodal, seamless equirectangular representations, enabling applications in physically based rendering, relighting, and simulation. AI

IMPACT Enables creation of more realistic and physically accurate virtual worlds for rendering and simulation.

RANK_REASON The cluster contains a research paper detailing a new framework and methodology. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.LG →

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OmniX framework generates graphics-ready 3D scenes from panoramic images

COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Yukun Huang, Jiwen Yu, Yanning Zhou, Jianan Wang, Xintao Wang, Pengfei Wan, Xihui Liu ·

    OmniX: From Unified Panoramic Generation and Perception to Graphics-Ready 3D Scenes

    arXiv:2510.26800v2 Announce Type: replace-cross Abstract: There are two prevalent ways for automatic 3D scene construction: procedural generation and 2D lifting. Among these, panorama-based 2D lifting has emerged as a promising technique, leveraging powerful 2D generative priors …