D2IM-Net Learning Detail Disentangled Implicit Fields from Single Images

image -> global + local features

• global feature + point location -> feature -> render
  • assume coarse shape is smooth
• local feature -> displacements -> laplacian(which is sensitive to local variations)
  • and learn a laplacian of SDF for finer details
• loss: SDF loss, L2loss, field loss