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2026-02-27 05:11:53
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SinGRAV: Learning a Generative Radiance Volume from a Single Natural Scene SinGRAV: Learning a Generative Radiance Volume from a Single Natural Scene Yujie Wang 1,3 Xuelin Chen 2 Baoquan Chen 3 1 Shandong University 2 Tencent AI Lab 3 Peking University Code [Github] arXiv [Paper] Top two rows: From observations of a single natural scene, we learn a generative model to synthesize highly plausible variations. Three views rendered from each of input/generated scenes are presented. Note how the global and object configurations vary in generated samples, yet still resemble the original. Bottom: Applications enabled by SinGRAV, including removal (left) and duplicate (middle) operation for editing a 3D scene sample, and scene composition (right) that combines 5 different generated samples to form a novel complex scene. Abstract We present a 3D generative model for general natural scenes. Lacking necessary volum...
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