Deformed Implicit Field Modeling 3D Shapes with Learned Dense Correspondence

a template implicit field

• then deform into specific 3d models
• normal direction correlated to semantic information
• xyz -> sdf and deform offset
• normal consistency loss
• deformation smoothness prior
• minimal correction prior