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Preprint Sep 2026

OctWorld: Long-Range World-Consistent Video Generation with Octree-Based 3D Mapping

We present OctWorld, a video diffusion framework with persistent 3D memory for generating explorable, world-consistent, and high-fidelity visual scenes. Given a single image, OctWorld performs stable autoregressive world generation along user-specified camera trajectories. We focus on long-range generation, characteriz...

Ze-Long Lv, Si-Cheng Xu, Jianfeng Xiang et al. · 1 citation

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