arXiv:2412.11033cs.CV2024-12被引 1

用RGB-D图像自动生成高精度虚拟现实室内场景

AURORA: Automated Unleash of 3D Room Outlines for VR Applications

论文配图:AURORA: Automated Unleash of 3D Room Outlines for VR Applications
图 1 · 摘自论文原文
  • 融合图像处理与3D重建,自动从真实环境生成虚拟场景
  • 在自采数据和公开数据集上均实现高精度空间还原
  • 适合虚拟现实设计、数字孪生等需要快速建模的场景

由于将真实世界细节精确复刻到虚拟场景中耗时费力,构建逼真的虚拟现实体验面临挑战。本文提出AURORA,一种利用RGB-D图像自动生成纯虚拟现实(VR)场景及融合真实元素的混合场景的新方法。该方法结合图像处理、分割与3D重建技术,高效生成符合真实空间布局的高保真室内设计。通过整合基础模型的优势,AURORA在保持空间准确性的同时提升设计灵活性。实验在自采数据和公开数据集上验证了其有效性,证明其在虚拟现实应用中具备显著潜力。

原文摘要 · Abstract (English)

Creating realistic VR experiences is challenging due to the labor-intensive process of accurately replicating real-world details into virtual scenes, highlighting the need for automated methods that maintain spatial accuracy and provide design flexibility. In this paper, we propose AURORA, a novel method that leverages RGB-D images to automatically generate both purely virtual reality (VR) scenes and VR scenes combined with real-world elements. This approach can benefit designers by streamlining the process of converting real-world details into virtual scenes. AURORA integrates advanced techniques in image processing, segmentation, and 3D reconstruction to efficiently create realistic and detailed interior designs from real-world environments. The design of this integration ensures optimal performance and precision, addressing key challenges in automated indoor design generation by uniquely combining and leveraging the strengths of foundation models. We demonstrate the effectiveness of our approach through experiments, both on self-captured data and public datasets, showcasing its potential to enhance virtual reality (VR) applications by providing interior designs that conform to real-world positioning.

虚拟现实3D重建自动化建模

Thank you to arXiv for use of its open access interoperability. PaperDance 不是 arXiv 官方产品;中文卡片由大模型生成,请以原文为准。