Shelf-Supervised Mesh Prediction in the Wild

supervised by off-the-shelf recongnition systems

• synthesized novel views are indistunguishible from image collections
• volumetric rendering from explicit grid
  • enforcing a symmetry: also serve as a constraint on pose estimation
• consistency loss
• instance-level refinement
  • mesh-image: iteration