Mip-NeRF A Multiscale Representation for Anti-Aliasing Neural Radiance Fields

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point sampling in NeRF leads to aliasing

  • scpecially for scenes where caneras are from different distances
  • integrate posenc in a cone instead of sample form a point
  • single MLP, no coarse and fine network, but still have coarse and fine points: not needed, scale modeled in IPE
    • update weight before sample fine points, leap-frog