Jianan Sun

Manifold-Aware Point Cloud Completion via Geodesic-Attentive Hierarchical Feature Learning

Point cloud completion seeks to recover geometrically consistent shapes from partial or sparse 3D observations. Although recent methods have achieved reasonable global shape reconstruction, they often rely on Euclidean proximity and overlook the intrinsic nonlinear geometric structure of point cloud