NeRFPlayer: A Streamable Dynamic Scene Representation with Decomposed Neural Radiance Fields

Liangchen Song, Anpei Chen, Zhong Li et al.

2023 · IEEE Transactions on Visualization and Computer Graphics · 224 citations

Visually exploring in a real-world 4D spatiotemporal space freely in VR has been a long-term quest. The task is especially appealing when only a few or even single RGB cameras are used for capturing the dynamic scene. To this end, we present an efficient framework capable of fast reconstruction, compact modeling, and streamable rendering. First, we propose to decompose the 4D spatiotemporal space according to temporal characteristics. Points in the 4D space are associated with probabilities of belonging to three categories: static, deforming, and new areas. Each area is represented and regula…

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