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InfiniVerse pipeline generates unbounded urban scenes for autonomous driving

Researchers have introduced InfiniVerse, a novel pipeline designed for generating dynamic and unbounded urban scenes for autonomous driving applications. This system reconstructs a 3D occupancy representation from a single frame, enabling autoregressive scene extension and translation into realistic video sequences via a video diffusion model. InfiniVerse also employs a hierarchical sketch-and-refine paradigm to enhance the 3D occupancy representation using visual feedback, achieving state-of-the-art performance on the Waymo Open Dataset and nuScenes. AI

IMPACT Enables more realistic and controllable training environments for autonomous driving systems.

RANK_REASON This is a research paper detailing a new method for scene generation. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CV →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

InfiniVerse pipeline generates unbounded urban scenes for autonomous driving

COVERAGE [1]

  1. arXiv cs.CV TIER_1 English(EN) · Xiaoyu Ye, Leheng Li, Xinyu Ji, Yingjie Cai, Hongda He, Xu Yan, Guanyi Zhao, Ying-Cong Chen, Bingbing Liu, Shuguang Cui, Zhen Li ·

    InfiniVerse: Occupancy Guided Unbounded Scene Generation for Autonomous Driving

    arXiv:2606.31109v2 Announce Type: replace Abstract: Generating realistic, controllable, and temporally coherent urban environments is a critical yet unresolved challenge in the autonomous driving community. In this paper, we introduce InfiniVerse, a unified pipeline for long-rang…