On the Structural Failure of Chamfer Distance in 3D Shape Optimization

Chang-Yong Song, David Hyde

Chamfer distance is the standard training loss for point cloud reconstruction, completion, and generation, yet directly optimizing it can produce worse Chamfer values than not opti…