Neural Reflectance Fields for Appearance Acquisition

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data aquisition

  • phone with a builtin flash

light along camera ray and reflected from light source

  • single light source in this setting
  • pre-compute sampled points
  • mlp outputs rgb, normal and other params for the reflection model
    • microfacet model, karris’ approximation
    • also can use other models, like those for fur
  • COLMAP for camera param. crop center regions to avoid background pixels