IBRNet Learning Multi-View Image-Based Rendering

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learn a view interpolation function generalize to other scenes

  • more applicable than NeRF
  • aggregate 2D feature from source views -> density feature
  • ray transformer: transformer on density value
  • ray marching -> proj points to neighbor views
    • feature pass though a MLP -> pooled to get a density -> sa on a ray
    • feature with relative view direction -> weight for color (that is for a single point)