2020

Space-time Neural Irradiance Fields for Free-Viewpoint Video

Xian, Wenqi, Huang, Jia-Bin, Kopf, Johannes et al.

Understand

We present a method that learns a spatiotemporal neural irradiance field for dynamic scenes from a single video.

  • Our learned representation enables free-viewpoint rendering of the input video.
  • Our method builds upon recent advances in implicit representations.
  • Learning a spatiotemporal irradiance field from a single video poses significant challenges because the video contains only one observation of the scene at any point in time.

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